Overview

Brought to you by YData

Dataset statistics

Number of variables	151
Number of observations	2260701
Missing cells	108486252
Missing cells (%)	31.8%
Total size in memory	5.8 GiB
Average record size in memory	2.7 KiB

Variable types

Unsupported	2
Numeric	112
Text	36
URL	1

Alerts

`policy_code` has constant value "1.0"	Constant
`hardship_type` has constant value "INTEREST ONLY-3 MONTHS DEFERRAL"	Constant
`deferral_term` has constant value "3.0"	Constant
`hardship_length` has constant value "3.0"	Constant
`member_id` has 2260701 (100.0%) missing values	Missing
`emp_title` has 167002 (7.4%) missing values	Missing
`emp_length` has 146940 (6.5%) missing values	Missing
`desc` has 2134636 (94.4%) missing values	Missing
`title` has 23359 (1.0%) missing values	Missing
`mths_since_last_delinq` has 1158535 (51.2%) missing values	Missing
`mths_since_last_record` has 1901545 (84.1%) missing values	Missing
`next_pymnt_d` has 1345343 (59.5%) missing values	Missing
`mths_since_last_major_derog` has 1679926 (74.3%) missing values	Missing
`annual_inc_joint` has 2139991 (94.7%) missing values	Missing
`dti_joint` has 2139995 (94.7%) missing values	Missing
`verification_status_joint` has 2144971 (94.9%) missing values	Missing
`tot_coll_amt` has 70309 (3.1%) missing values	Missing
`tot_cur_bal` has 70309 (3.1%) missing values	Missing
`open_acc_6m` has 866163 (38.3%) missing values	Missing
`open_act_il` has 866162 (38.3%) missing values	Missing
`open_il_12m` has 866162 (38.3%) missing values	Missing
`open_il_24m` has 866162 (38.3%) missing values	Missing
`mths_since_rcnt_il` has 909957 (40.3%) missing values	Missing
`total_bal_il` has 866162 (38.3%) missing values	Missing
`il_util` has 1068883 (47.3%) missing values	Missing
`open_rv_12m` has 866162 (38.3%) missing values	Missing
`open_rv_24m` has 866162 (38.3%) missing values	Missing
`max_bal_bc` has 866162 (38.3%) missing values	Missing
`all_util` has 866381 (38.3%) missing values	Missing
`total_rev_hi_lim` has 70309 (3.1%) missing values	Missing
`inq_fi` has 866162 (38.3%) missing values	Missing
`total_cu_tl` has 866163 (38.3%) missing values	Missing
`inq_last_12m` has 866163 (38.3%) missing values	Missing
`acc_open_past_24mths` has 50063 (2.2%) missing values	Missing
`avg_cur_bal` has 70379 (3.1%) missing values	Missing
`bc_open_to_buy` has 74968 (3.3%) missing values	Missing
`bc_util` has 76104 (3.4%) missing values	Missing
`mo_sin_old_il_acct` has 139104 (6.2%) missing values	Missing
`mo_sin_old_rev_tl_op` has 70310 (3.1%) missing values	Missing
`mo_sin_rcnt_rev_tl_op` has 70310 (3.1%) missing values	Missing
`mo_sin_rcnt_tl` has 70309 (3.1%) missing values	Missing
`mort_acc` has 50063 (2.2%) missing values	Missing
`mths_since_recent_bc` has 73445 (3.2%) missing values	Missing
`mths_since_recent_bc_dlq` has 1741000 (77.0%) missing values	Missing
`mths_since_recent_inq` has 295468 (13.1%) missing values	Missing
`mths_since_recent_revol_delinq` has 1520342 (67.3%) missing values	Missing
`num_accts_ever_120_pd` has 70309 (3.1%) missing values	Missing
`num_actv_bc_tl` has 70309 (3.1%) missing values	Missing
`num_actv_rev_tl` has 70309 (3.1%) missing values	Missing
`num_bc_sats` has 58623 (2.6%) missing values	Missing
`num_bc_tl` has 70309 (3.1%) missing values	Missing
`num_il_tl` has 70309 (3.1%) missing values	Missing
`num_op_rev_tl` has 70309 (3.1%) missing values	Missing
`num_rev_accts` has 70310 (3.1%) missing values	Missing
`num_rev_tl_bal_gt_0` has 70309 (3.1%) missing values	Missing
`num_sats` has 58623 (2.6%) missing values	Missing
`num_tl_120dpd_2m` has 153690 (6.8%) missing values	Missing
`num_tl_30dpd` has 70309 (3.1%) missing values	Missing
`num_tl_90g_dpd_24m` has 70309 (3.1%) missing values	Missing
`num_tl_op_past_12m` has 70309 (3.1%) missing values	Missing
`pct_tl_nvr_dlq` has 70464 (3.1%) missing values	Missing
`percent_bc_gt_75` has 75412 (3.3%) missing values	Missing
`tot_hi_cred_lim` has 70309 (3.1%) missing values	Missing
`total_bal_ex_mort` has 50063 (2.2%) missing values	Missing
`total_bc_limit` has 50063 (2.2%) missing values	Missing
`total_il_high_credit_limit` has 70309 (3.1%) missing values	Missing
`revol_bal_joint` has 2152681 (95.2%) missing values	Missing
`sec_app_fico_range_low` has 2152680 (95.2%) missing values	Missing
`sec_app_fico_range_high` has 2152680 (95.2%) missing values	Missing
`sec_app_earliest_cr_line` has 2152680 (95.2%) missing values	Missing
`sec_app_inq_last_6mths` has 2152680 (95.2%) missing values	Missing
`sec_app_mort_acc` has 2152680 (95.2%) missing values	Missing
`sec_app_open_acc` has 2152680 (95.2%) missing values	Missing
`sec_app_revol_util` has 2154517 (95.3%) missing values	Missing
`sec_app_open_act_il` has 2152680 (95.2%) missing values	Missing
`sec_app_num_rev_accts` has 2152680 (95.2%) missing values	Missing
`sec_app_chargeoff_within_12_mths` has 2152680 (95.2%) missing values	Missing
`sec_app_collections_12_mths_ex_med` has 2152680 (95.2%) missing values	Missing
`sec_app_mths_since_last_major_derog` has 2224759 (98.4%) missing values	Missing
`hardship_type` has 2249784 (99.5%) missing values	Missing
`hardship_reason` has 2249784 (99.5%) missing values	Missing
`hardship_status` has 2249784 (99.5%) missing values	Missing
`deferral_term` has 2249784 (99.5%) missing values	Missing
`hardship_amount` has 2249784 (99.5%) missing values	Missing
`hardship_start_date` has 2249784 (99.5%) missing values	Missing
`hardship_end_date` has 2249784 (99.5%) missing values	Missing
`payment_plan_start_date` has 2249784 (99.5%) missing values	Missing
`hardship_length` has 2249784 (99.5%) missing values	Missing
`hardship_dpd` has 2249784 (99.5%) missing values	Missing
`hardship_loan_status` has 2249784 (99.5%) missing values	Missing
`orig_projected_additional_accrued_interest` has 2252050 (99.6%) missing values	Missing
`hardship_payoff_balance_amount` has 2249784 (99.5%) missing values	Missing
`hardship_last_payment_amount` has 2249784 (99.5%) missing values	Missing
`debt_settlement_flag_date` has 2226455 (98.5%) missing values	Missing
`settlement_status` has 2226455 (98.5%) missing values	Missing
`settlement_date` has 2226455 (98.5%) missing values	Missing
`settlement_amount` has 2226455 (98.5%) missing values	Missing
`settlement_percentage` has 2226455 (98.5%) missing values	Missing
`settlement_term` has 2226455 (98.5%) missing values	Missing
`annual_inc` is highly skewed (γ1 = 493.8860884)	Skewed
`dti` is highly skewed (γ1 = 29.20185447)	Skewed
`total_rec_late_fee` is highly skewed (γ1 = 21.90352305)	Skewed
`annual_inc_joint` is highly skewed (γ1 = 21.7445355)	Skewed
`acc_now_delinq` is highly skewed (γ1 = 22.90797767)	Skewed
`tot_coll_amt` is highly skewed (γ1 = 852.0101323)	Skewed
`total_rev_hi_lim` is highly skewed (γ1 = 32.55742738)	Skewed
`delinq_amnt` is highly skewed (γ1 = 102.6547743)	Skewed
`num_tl_120dpd_2m` is highly skewed (γ1 = 55.80984712)	Skewed
`num_tl_30dpd` is highly skewed (γ1 = 22.51746312)	Skewed
`tax_liens` is highly skewed (γ1 = 32.07091145)	Skewed
`sec_app_chargeoff_within_12_mths` is highly skewed (γ1 = 20.27699345)	Skewed
`id` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`member_id` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`delinq_2yrs` has 1839108 (81.4%) zeros	Zeros
`inq_last_6mths` has 1381722 (61.1%) zeros	Zeros
`pub_rec` has 1902758 (84.2%) zeros	Zeros
`out_prncp` has 1352764 (59.8%) zeros	Zeros
`out_prncp_inv` has 1352764 (59.8%) zeros	Zeros
`total_rec_late_fee` has 2173513 (96.1%) zeros	Zeros
`recoveries` has 2075236 (91.8%) zeros	Zeros
`collection_recovery_fee` has 2083655 (92.2%) zeros	Zeros
`last_fico_range_low` has 37326 (1.7%) zeros	Zeros
`collections_12_mths_ex_med` has 2223085 (98.3%) zeros	Zeros
`acc_now_delinq` has 2251857 (99.6%) zeros	Zeros
`tot_coll_amt` has 1856129 (82.1%) zeros	Zeros
`open_acc_6m` has 627966 (27.8%) zeros	Zeros
`open_act_il` has 165848 (7.3%) zeros	Zeros
`open_il_12m` has 760254 (33.6%) zeros	Zeros
`open_il_24m` has 377489 (16.7%) zeros	Zeros
`total_bal_il` has 158666 (7.0%) zeros	Zeros
`open_rv_12m` has 513716 (22.7%) zeros	Zeros
`open_rv_24m` has 223783 (9.9%) zeros	Zeros
`max_bal_bc` has 35917 (1.6%) zeros	Zeros
`inq_fi` has 697142 (30.8%) zeros	Zeros
`total_cu_tl` has 753128 (33.3%) zeros	Zeros
`inq_last_12m` has 400090 (17.7%) zeros	Zeros
`acc_open_past_24mths` has 100270 (4.4%) zeros	Zeros
`bc_open_to_buy` has 30767 (1.4%) zeros	Zeros
`bc_util` has 27885 (1.2%) zeros	Zeros
`chargeoff_within_12_mths` has 2243339 (99.2%) zeros	Zeros
`delinq_amnt` has 2253465 (99.7%) zeros	Zeros
`mo_sin_rcnt_rev_tl_op` has 33747 (1.5%) zeros	Zeros
`mo_sin_rcnt_tl` has 34923 (1.5%) zeros	Zeros
`mort_acc` has 929606 (41.1%) zeros	Zeros
`mths_since_recent_inq` has 168927 (7.5%) zeros	Zeros
`num_accts_ever_120_pd` has 1687416 (74.6%) zeros	Zeros
`num_actv_bc_tl` has 50061 (2.2%) zeros	Zeros
`num_bc_sats` has 23661 (1.0%) zeros	Zeros
`num_il_tl` has 68944 (3.0%) zeros	Zeros
`num_tl_120dpd_2m` has 2105738 (93.1%) zeros	Zeros
`num_tl_30dpd` has 2184561 (96.6%) zeros	Zeros
`num_tl_90g_dpd_24m` has 2073060 (91.7%) zeros	Zeros
`num_tl_op_past_12m` has 415975 (18.4%) zeros	Zeros
`percent_bc_gt_75` has 598711 (26.5%) zeros	Zeros
`pub_rec_bankruptcies` has 1987383 (87.9%) zeros	Zeros
`tax_liens` has 2195933 (97.1%) zeros	Zeros
`total_bc_limit` has 25349 (1.1%) zeros	Zeros
`total_il_high_credit_limit` has 263497 (11.7%) zeros	Zeros
`sec_app_inq_last_6mths` has 65252 (2.9%) zeros	Zeros
`sec_app_mort_acc` has 42218 (1.9%) zeros	Zeros
`sec_app_chargeoff_within_12_mths` has 105117 (4.6%) zeros	Zeros
`sec_app_collections_12_mths_ex_med` has 101793 (4.5%) zeros	Zeros

Reproduction

Analysis started	2025-07-26 11:58:35.314930
Analysis finished	2025-07-26 12:00:32.049626
Duration	1 minute and 56.73 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id
Unsupported

Rejected Unsupported

Missing	0
Missing (%)	0.0%
Memory size	78.9 MiB

member_id
Unsupported

Missing Rejected Unsupported

Missing	2260701
Missing (%)	100.0%
Memory size	17.2 MiB

loan_amnt
Real number (ℝ)

Distinct	1572
Distinct (%)	0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	15046.93123

Minimum	500
Maximum	40000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	500
5-th percentile	3250
Q1	8000
median	12900
Q3	20000
95-th percentile	35000
Maximum	40000
Range	39500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	9190.245488
Coefficient of variation (CV)	0.6107720803
Kurtosis	-0.1194391577
Mean	15046.93123
Median Absolute Deviation (MAD)	6200
Skewness	0.7777823287
Sum	3.401611592 × 10¹⁰
Variance	84460612.13
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	187236	8.3%
20000	131006	5.8%
15000	123226	5.5%
12000	121681	5.4%
35000	86285	3.8%
5000	84765	3.7%
8000	75033	3.3%
6000	72089	3.2%
25000	66453	2.9%
16000	66418	2.9%
Other values (1562)	1246476	55.1%

Value	Count	Frequency (%)
500	11	< 0.1%
550	1	< 0.1%
600	6	< 0.1%
700	3	< 0.1%
725	1	< 0.1%

Value	Count	Frequency (%)
40000	33368	1.5%
39975	11	< 0.1%
39950	10	< 0.1%
39925	14	< 0.1%
39900	24	< 0.1%

funded_amnt
Real number (ℝ)

Distinct	1572
Distinct (%)	0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	15041.66406

Minimum	500
Maximum	40000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	500
5-th percentile	3250
Q1	8000
median	12875
Q3	20000
95-th percentile	35000
Maximum	40000
Range	39500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	9188.413022
Coefficient of variation (CV)	0.6108641296
Kurtosis	-0.1170090387
Mean	15041.66406
Median Absolute Deviation (MAD)	6175
Skewness	0.7787785936
Sum	3.40042086 × 10¹⁰
Variance	84426933.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	187146	8.3%
20000	130816	5.8%
15000	123110	5.4%
12000	121588	5.4%
35000	86147	3.8%
5000	84751	3.7%
8000	75020	3.3%
6000	72075	3.2%
16000	66331	2.9%
25000	66176	2.9%
Other values (1562)	1247508	55.2%

Value	Count	Frequency (%)
500	11	< 0.1%
550	1	< 0.1%
600	6	< 0.1%
700	3	< 0.1%
725	1	< 0.1%

Value	Count	Frequency (%)
40000	33368	1.5%
39975	11	< 0.1%
39950	10	< 0.1%
39925	14	< 0.1%
39900	24	< 0.1%

funded_amnt_inv
Real number (ℝ)

Distinct	10057
Distinct (%)	0.4%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	15023.43775

Minimum	0
Maximum	40000
Zeros	233
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3200
Q1	8000
median	12800
Q3	20000
95-th percentile	35000
Maximum	40000
Range	40000
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	9192.331679
Coefficient of variation (CV)	0.6118660612
Kurtosis	-0.1166814573
Mean	15023.43775
Median Absolute Deviation (MAD)	6200
Skewness	0.7782542751
Sum	3.396300496 × 10¹⁰
Variance	84498961.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	177561	7.9%
20000	120453	5.3%
15000	114539	5.1%
12000	114068	5.0%
5000	81999	3.6%
35000	76093	3.4%
8000	71528	3.2%
6000	69475	3.1%
16000	61840	2.7%
25000	60610	2.7%
Other values (10047)	1312502	58.1%

Value	Count	Frequency (%)
0	233	< 0.1%
0.000121098108	1	< 0.1%
0.000185369401	1	< 0.1%
0.000242055511	1	< 0.1%
0.000531133069	1	< 0.1%

Value	Count	Frequency (%)
40000	31767	1.4%
39975	616	< 0.1%
39950	218	< 0.1%
39925	58	< 0.1%
39900	29	< 0.1%

term
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	127.2 MiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	22606680
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	36 months
2nd row	36 months
3rd row	60 months
4th row	60 months
5th row	60 months

Value	Count	Frequency (%)
months	2260668	50.0%
36	1609754	35.6%
60	650914	14.4%

Most occurring characters

Value	Count	Frequency (%)
	4521336	20.0%
6	2260668	10.0%
m	2260668	10.0%
o	2260668	10.0%
n	2260668	10.0%
t	2260668	10.0%
h	2260668	10.0%
s	2260668	10.0%
3	1609754	7.1%
0	650914	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22606680	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	4521336	20.0%
6	2260668	10.0%
m	2260668	10.0%
o	2260668	10.0%
n	2260668	10.0%
t	2260668	10.0%
h	2260668	10.0%
s	2260668	10.0%
3	1609754	7.1%
0	650914	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22606680	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	4521336	20.0%
6	2260668	10.0%
m	2260668	10.0%
o	2260668	10.0%
n	2260668	10.0%
t	2260668	10.0%
h	2260668	10.0%
s	2260668	10.0%
3	1609754	7.1%
0	650914	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22606680	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	4521336	20.0%
6	2260668	10.0%
m	2260668	10.0%
o	2260668	10.0%
n	2260668	10.0%
t	2260668	10.0%
h	2260668	10.0%
s	2260668	10.0%
3	1609754	7.1%
0	650914	2.9%

int_rate
Real number (ℝ)

Distinct	673
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.09282912

Minimum	5.31
Maximum	30.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	5.31
5-th percentile	6.49
Q1	9.49
median	12.62
Q3	15.99
95-th percentile	22.15
Maximum	30.99
Range	25.68
Interquartile range (IQR)	6.5

Descriptive statistics

Standard deviation	4.832138365
Coefficient of variation (CV)	0.36906755
Kurtosis	0.5940245697
Mean	13.09282912
Median Absolute Deviation (MAD)	3.18
Skewness	0.7680705625
Sum	29598539.81
Variance	23.34956117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.99	53869	2.4%
5.32	47171	2.1%
10.99	44165	2.0%
13.99	43025	1.9%
11.49	32010	1.4%
16.99	30564	1.4%
12.99	29276	1.3%
7.89	28514	1.3%
9.17	27835	1.2%
15.61	25208	1.1%
Other values (663)	1899031	84.0%

Value	Count	Frequency (%)
5.31	8613	0.4%
5.32	47171	2.1%
5.42	573	< 0.1%
5.79	410	< 0.1%
5.93	1812	0.1%

Value	Count	Frequency (%)
30.99	819	< 0.1%
30.94	733	< 0.1%
30.89	699	< 0.1%
30.84	755	< 0.1%
30.79	1572	0.1%

installment
Real number (ℝ)

Distinct	93301
Distinct (%)	4.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	445.8068229

Minimum	4.93
Maximum	1719.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	4.93
5-th percentile	110.43
Q1	251.65
median	377.99
Q3	593.32
95-th percentile	984.47
Maximum	1719.83
Range	1714.9
Interquartile range (IQR)	341.67

Descriptive statistics

Standard deviation	267.1735346
Coefficient of variation (CV)	0.5993033774
Kurtosis	0.6898790426
Mean	445.8068229
Median Absolute Deviation (MAD)	157.63
Skewness	1.001780569
Sum	1007821219
Variance	71381.6976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
301.15	4420	0.2%
332.1	4153	0.2%
361.38	3704	0.2%
327.34	3353	0.1%
602.3	3095	0.1%
451.73	3076	0.1%
329.72	2614	0.1%
166.05	2508	0.1%
498.15	2410	0.1%
180.69	2364	0.1%
Other values (93291)	2228971	98.6%

Value	Count	Frequency (%)
4.93	1	< 0.1%
7.61	1	< 0.1%
14.01	1	< 0.1%
14.77	1	< 0.1%
15.67	1	< 0.1%

Value	Count	Frequency (%)
1719.83	2	< 0.1%
1717.63	1	< 0.1%
1715.42	2	< 0.1%
1714.54	6	< 0.1%
1691.28	2	< 0.1%

grade
Text

Distinct	7
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	107.8 MiB

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2260668
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C
2nd row	C
3rd row	B
4th row	C
5th row	F

Value	Count	Frequency (%)
b	663557	29.4%
c	650053	28.8%
a	433027	19.2%
d	324424	14.4%
e	135639	6.0%
f	41800	1.8%
g	12168	0.5%

Most occurring characters

Value	Count	Frequency (%)
B	663557	29.4%
C	650053	28.8%
A	433027	19.2%
D	324424	14.4%
E	135639	6.0%
F	41800	1.8%
G	12168	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	663557	29.4%
C	650053	28.8%
A	433027	19.2%
D	324424	14.4%
E	135639	6.0%
F	41800	1.8%
G	12168	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	663557	29.4%
C	650053	28.8%
A	433027	19.2%
D	324424	14.4%
E	135639	6.0%
F	41800	1.8%
G	12168	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	663557	29.4%
C	650053	28.8%
A	433027	19.2%
D	324424	14.4%
E	135639	6.0%
F	41800	1.8%
G	12168	0.5%

sub_grade
Text

Distinct	35
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	110.0 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	4521336
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	C4
2nd row	C1
3rd row	B4
4th row	C5
5th row	F1

Value	Count	Frequency (%)
c1	145903	6.5%
b5	140288	6.2%
b4	139793	6.2%
b3	131514	5.8%
c2	131116	5.8%
c3	129193	5.7%
c4	127115	5.6%
b2	126621	5.6%
b1	125341	5.5%
c5	116726	5.2%
Other values (25)	947058	41.9%

Most occurring characters

Value	Count	Frequency (%)
B	663557	14.7%
C	650053	14.4%
1	490913	10.9%
4	450277	10.0%
2	442115	9.8%
5	442060	9.8%
3	435303	9.6%
A	433027	9.6%
D	324424	7.2%
E	135639	3.0%
Other values (2)	53968	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4521336	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
B	663557	14.7%
C	650053	14.4%
1	490913	10.9%
4	450277	10.0%
2	442115	9.8%
5	442060	9.8%
3	435303	9.6%
A	433027	9.6%
D	324424	7.2%
E	135639	3.0%
Other values (2)	53968	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4521336	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
B	663557	14.7%
C	650053	14.4%
1	490913	10.9%
4	450277	10.0%
2	442115	9.8%
5	442060	9.8%
3	435303	9.6%
A	433027	9.6%
D	324424	7.2%
E	135639	3.0%
Other values (2)	53968	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4521336	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
B	663557	14.7%
C	650053	14.4%
1	490913	10.9%
4	450277	10.0%
2	442115	9.8%
5	442060	9.8%
3	435303	9.6%
A	433027	9.6%
D	324424	7.2%
E	135639	3.0%
Other values (2)	53968	1.2%

emp_title
Text

Missing

Distinct	512694
Distinct (%)	24.5%
Missing	167002
Missing (%)	7.4%
Memory size	134.1 MiB

Length

Max length	78
Median length	57
Mean length	15.59612771
Min length	1

Characters and Unicode

Total characters	32653597
Distinct characters	170
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	387287 ?
Unique (%)	18.5%

Sample

1st row	leadman
2nd row	Engineer
3rd row	truck driver
4th row	Information Systems Officer
5th row	Contract Specialist

Value	Count	Frequency (%)
manager	305625	7.2%
director	80439	1.9%
assistant	72742	1.7%
sales	72204	1.7%
supervisor	58337	1.4%
teacher	57228	1.3%
specialist	55010	1.3%
of	54332	1.3%
senior	52896	1.2%
engineer	52508	1.2%
Other values (101705)	3406104	79.8%

Most occurring characters

Value	Count	Frequency (%)
e	3491625	10.7%
r	2802534	8.6%
a	2538574	7.8%
	2377318	7.3%
i	2248840	6.9%
n	2200411	6.7%
t	2010915	6.2%
o	1622361	5.0%
s	1581963	4.8%
c	1365755	4.2%
Other values (160)	10413301	31.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32653597	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3491625	10.7%
r	2802534	8.6%
a	2538574	7.8%
	2377318	7.3%
i	2248840	6.9%
n	2200411	6.7%
t	2010915	6.2%
o	1622361	5.0%
s	1581963	4.8%
c	1365755	4.2%
Other values (160)	10413301	31.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32653597	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3491625	10.7%
r	2802534	8.6%
a	2538574	7.8%
	2377318	7.3%
i	2248840	6.9%
n	2200411	6.7%
t	2010915	6.2%
o	1622361	5.0%
s	1581963	4.8%
c	1365755	4.2%
Other values (160)	10413301	31.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32653597	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3491625	10.7%
r	2802534	8.6%
a	2538574	7.8%
	2377318	7.3%
i	2248840	6.9%
n	2200411	6.7%
t	2010915	6.2%
o	1622361	5.0%
s	1581963	4.8%
c	1365755	4.2%
Other values (160)	10413301	31.9%

emp_length
Text

Missing

Distinct	11
Distinct (%)	< 0.1%
Missing	146940
Missing (%)	6.5%
Memory size	118.8 MiB

Length

Max length	9
Median length	8
Mean length	7.727421407
Min length	6

Characters and Unicode

Total characters	16333922
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	10+ years
2nd row	10+ years
3rd row	10+ years
4th row	10+ years
5th row	3 years

Value	Count	Frequency (%)
years	1775370	40.2%
10	748005	16.9%
1	338391	7.7%
year	338391	7.7%
2	203677	4.6%
	189988	4.3%
3	180753	4.1%
5	139698	3.2%
4	136605	3.1%
6	102628	2.3%
Other values (3)	264004	6.0%

Most occurring characters

Value	Count	Frequency (%)
	2303749	14.1%
y	2113761	12.9%
e	2113761	12.9%
a	2113761	12.9%
r	2113761	12.9%
s	1775370	10.9%
1	1086396	6.7%
0	748005	4.6%
+	748005	4.6%
2	203677	1.2%
Other values (8)	1013676	6.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16333922	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2303749	14.1%
y	2113761	12.9%
e	2113761	12.9%
a	2113761	12.9%
r	2113761	12.9%
s	1775370	10.9%
1	1086396	6.7%
0	748005	4.6%
+	748005	4.6%
2	203677	1.2%
Other values (8)	1013676	6.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16333922	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2303749	14.1%
y	2113761	12.9%
e	2113761	12.9%
a	2113761	12.9%
r	2113761	12.9%
s	1775370	10.9%
1	1086396	6.7%
0	748005	4.6%
+	748005	4.6%
2	203677	1.2%
Other values (8)	1013676	6.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16333922	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2303749	14.1%
y	2113761	12.9%
e	2113761	12.9%
a	2113761	12.9%
r	2113761	12.9%
s	1775370	10.9%
1	1086396	6.7%
0	748005	4.6%
+	748005	4.6%
2	203677	1.2%
Other values (8)	1013676	6.2%

home_ownership
Text

Distinct	6
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	118.3 MiB

Length

Max length	8
Median length	5
Mean length	5.854287759
Min length	3

Characters and Unicode

Total characters	13234601
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MORTGAGE
2nd row	MORTGAGE
3rd row	MORTGAGE
4th row	MORTGAGE
5th row	MORTGAGE

Value	Count	Frequency (%)
mortgage	1111450	49.2%
rent	894929	39.6%
own	253057	11.2%
any	996	< 0.1%
other	182	< 0.1%
none	54	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
G	2222900	16.8%
E	2006615	15.2%
R	2006561	15.2%
T	2006561	15.2%
O	1364743	10.3%
N	1149090	8.7%
A	1112446	8.4%
M	1111450	8.4%
W	253057	1.9%
Y	996	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13234601	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	2222900	16.8%
E	2006615	15.2%
R	2006561	15.2%
T	2006561	15.2%
O	1364743	10.3%
N	1149090	8.7%
A	1112446	8.4%
M	1111450	8.4%
W	253057	1.9%
Y	996	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13234601	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	2222900	16.8%
E	2006615	15.2%
R	2006561	15.2%
T	2006561	15.2%
O	1364743	10.3%
N	1149090	8.7%
A	1112446	8.4%
M	1111450	8.4%
W	253057	1.9%
Y	996	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13234601	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	2222900	16.8%
E	2006615	15.2%
R	2006561	15.2%
T	2006561	15.2%
O	1364743	10.3%
N	1149090	8.7%
A	1112446	8.4%
M	1111450	8.4%
W	253057	1.9%
Y	996	< 0.1%

annual_inc
Real number (ℝ)

Skewed

Distinct	89368
Distinct (%)	4.0%
Missing	37
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	77992.42869

Minimum	0
Maximum	110000000
Zeros	1667
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	27600
Q1	46000
median	65000
Q3	93000
95-th percentile	160000
Maximum	110000000
Range	110000000
Interquartile range (IQR)	47000

Descriptive statistics

Standard deviation	112696.1996
Coefficient of variation (CV)	1.444963331
Kurtosis	439001.6589
Mean	77992.42869
Median Absolute Deviation (MAD)	22000
Skewness	493.8860884
Sum	1.763146758 × 10¹¹
Variance	1.27004334 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	87189	3.9%
50000	76355	3.4%
65000	64903	2.9%
70000	62078	2.7%
80000	59833	2.6%
40000	59684	2.6%
75000	58459	2.6%
45000	54534	2.4%
55000	51583	2.3%
100000	46977	2.1%
Other values (89358)	1639069	72.5%

Value	Count	Frequency (%)
0	1667	0.1%
0.36	1	< 0.1%
1	42	< 0.1%
2	1	< 0.1%
3	1	< 0.1%

Value	Count	Frequency (%)
110000000	1	< 0.1%
61000000	1	< 0.1%
10999200	1	< 0.1%
9930475	1	< 0.1%
9757200	1	< 0.1%

verification_status
Text

Distinct	3
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	131.6 MiB

Length

Max length	15
Median length	12
Mean length	12.06200335
Min length	8

Characters and Unicode

Total characters	27268185
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Not Verified
3rd row	Not Verified
4th row	Source Verified
5th row	Source Verified

Value	Count	Frequency (%)
verified	2260668	58.1%
source	886231	22.8%
not	744806	19.1%

Most occurring characters

Value	Count	Frequency (%)
e	5407567	19.8%
i	4521336	16.6%
r	3146899	11.5%
V	2260668	8.3%
f	2260668	8.3%
d	2260668	8.3%
o	1631037	6.0%
	1631037	6.0%
S	886231	3.3%
u	886231	3.3%
Other values (3)	2375843	8.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	27268185	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	5407567	19.8%
i	4521336	16.6%
r	3146899	11.5%
V	2260668	8.3%
f	2260668	8.3%
d	2260668	8.3%
o	1631037	6.0%
	1631037	6.0%
S	886231	3.3%
u	886231	3.3%
Other values (3)	2375843	8.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	27268185	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	5407567	19.8%
i	4521336	16.6%
r	3146899	11.5%
V	2260668	8.3%
f	2260668	8.3%
d	2260668	8.3%
o	1631037	6.0%
	1631037	6.0%
S	886231	3.3%
u	886231	3.3%
Other values (3)	2375843	8.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	27268185	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	5407567	19.8%
i	4521336	16.6%
r	3146899	11.5%
V	2260668	8.3%
f	2260668	8.3%
d	2260668	8.3%
o	1631037	6.0%
	1631037	6.0%
S	886231	3.3%
u	886231	3.3%
Other values (3)	2375843	8.7%

issue_d
Text

Distinct	139
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	122.9 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	18085344
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dec-2015
2nd row	Dec-2015
3rd row	Dec-2015
4th row	Dec-2015
5th row	Dec-2015

Value	Count	Frequency (%)
mar-2016	61992	2.7%
oct-2015	48631	2.2%
may-2018	46311	2.0%
oct-2018	46305	2.0%
aug-2018	46079	2.0%
jul-2015	45962	2.0%
dec-2015	44343	2.0%
aug-2017	43573	1.9%
jul-2018	43089	1.9%
apr-2018	42928	1.9%
Other values (129)	1791455	79.2%

Most occurring characters

Value	Count	Frequency (%)
2	2314035	12.8%
0	2281482	12.6%
1	2274112	12.6%
-	2260668	12.5%
u	591666	3.3%
J	552585	3.1%
a	537743	3.0%
e	515755	2.9%
8	497635	2.8%
7	444182	2.5%
Other values (23)	5815481	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18085344	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2314035	12.8%
0	2281482	12.6%
1	2274112	12.6%
-	2260668	12.5%
u	591666	3.3%
J	552585	3.1%
a	537743	3.0%
e	515755	2.9%
8	497635	2.8%
7	444182	2.5%
Other values (23)	5815481	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18085344	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2314035	12.8%
0	2281482	12.6%
1	2274112	12.6%
-	2260668	12.5%
u	591666	3.3%
J	552585	3.1%
a	537743	3.0%
e	515755	2.9%
8	497635	2.8%
7	444182	2.5%
Other values (23)	5815481	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18085344	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2314035	12.8%
0	2281482	12.6%
1	2274112	12.6%
-	2260668	12.5%
u	591666	3.3%
J	552585	3.1%
a	537743	3.0%
e	515755	2.9%
8	497635	2.8%
7	444182	2.5%
Other values (23)	5815481	32.2%

loan_status
Text

Distinct	9
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	125.3 MiB

Length

Max length	51
Median length	50
Mean length	9.110248829
Min length	7

Characters and Unicode

Total characters	20595248
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fully Paid
2nd row	Fully Paid
3rd row	Fully Paid
4th row	Current
5th row	Fully Paid

Value	Count	Frequency (%)
paid	1078739	29.2%
fully	1076751	29.2%
current	878317	23.8%
off	269320	7.3%
charged	268559	7.3%
late	25816	0.7%
days	25816	0.7%
31-120	21467	0.6%
grace	8436	0.2%
period	8436	0.2%
Other values (11)	32068	0.9%

Most occurring characters

Value	Count	Frequency (%)
l	2160267	10.5%
r	2045575	9.9%
u	1959845	9.5%
	1433057	7.0%
a	1410916	6.9%
d	1385060	6.7%
e	1204110	5.8%
C	1147637	5.6%
y	1107304	5.4%
i	1092673	5.3%
Other values (28)	5648804	27.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20595248	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	2160267	10.5%
r	2045575	9.9%
u	1959845	9.5%
	1433057	7.0%
a	1410916	6.9%
d	1385060	6.7%
e	1204110	5.8%
C	1147637	5.6%
y	1107304	5.4%
i	1092673	5.3%
Other values (28)	5648804	27.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20595248	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	2160267	10.5%
r	2045575	9.9%
u	1959845	9.5%
	1433057	7.0%
a	1410916	6.9%
d	1385060	6.7%
e	1204110	5.8%
C	1147637	5.6%
y	1107304	5.4%
i	1092673	5.3%
Other values (28)	5648804	27.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20595248	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	2160267	10.5%
r	2045575	9.9%
u	1959845	9.5%
	1433057	7.0%
a	1410916	6.9%
d	1385060	6.7%
e	1204110	5.8%
C	1147637	5.6%
y	1107304	5.4%
i	1092673	5.3%
Other values (28)	5648804	27.4%

pymnt_plan
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	107.8 MiB

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2260668
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	n
2nd row	n
3rd row	n
4th row	n
5th row	n

Value	Count	Frequency (%)
n	2260048	> 99.9%
y	620	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	2260048	> 99.9%
y	620	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	2260048	> 99.9%
y	620	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	2260048	> 99.9%
y	620	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	2260048	> 99.9%
y	620	< 0.1%

url
URL

Distinct	2260668
Distinct (%)	100.0%
Missing	33
Missing (%)	< 0.1%
Memory size	246.4 MiB

https://lendingclub.com/browse/loanDetail.action?loan_id=68407277	1
https://lendingclub.com/browse/loanDetail.action?loan_id=134288565	1
https://lendingclub.com/browse/loanDetail.action?loan_id=134545653	1
https://lendingclub.com/browse/loanDetail.action?loan_id=134958365	1
https://lendingclub.com/browse/loanDetail.action?loan_id=134108812	1
Other values (2260663)	2260663
(Missing)	33

Value	Count	Frequency (%)
https://lendingclub.com/browse/loanDetail.action?loan_id=68407277	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134288565	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134545653	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134958365	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134108812	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134708872	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134799148	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134852755	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134768457	1	< 0.1%
https://lendingclub.com/browse/loanDetail.action?loan_id=134957574	1	< 0.1%
Other values (2260658)	2260658	> 99.9%
(Missing)	33	< 0.1%

Value	Count	Frequency (%)
https	2260668	> 99.9%
(Missing)	33	< 0.1%

Value	Count	Frequency (%)
lendingclub.com	2260668	> 99.9%
(Missing)	33	< 0.1%

Value	Count	Frequency (%)
/browse/loanDetail.action	2260668	> 99.9%
(Missing)	33	< 0.1%

Value	Count	Frequency (%)
loan_id=68407277	1	< 0.1%
loan_id=134288565	1	< 0.1%
loan_id=134898754	1	< 0.1%
loan_id=134545653	1	< 0.1%
loan_id=134958365	1	< 0.1%
loan_id=134108812	1	< 0.1%
loan_id=134708872	1	< 0.1%
loan_id=134799148	1	< 0.1%
loan_id=134852755	1	< 0.1%
loan_id=134923839	1	< 0.1%
Other values (2260658)	2260658	> 99.9%
(Missing)	33	< 0.1%

Value	Count	Frequency (%)
	2260668	> 99.9%
(Missing)	33	< 0.1%

desc
Text

Missing

Distinct	124500
Distinct (%)	98.8%
Missing	2134636
Missing (%)	94.4%
Memory size	100.3 MiB

Length

Max length	3988
Median length	2915
Mean length	239.9687304
Min length	1

Characters and Unicode

Total characters	30251658
Distinct characters	142
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	123664 ?
Unique (%)	98.1%

Sample

1st row	We knew that using our credit cards to finance an adoption would squeeze us, but then medical and other unexpected expenses made the situation almost impossible. We are a stable family in a stable community. We just need to break a cycle of debt that is getting worse.
2nd row	I had a bad year two years ago, with some late and missed payments. I'm doing much better now, but I've got fees and some higher interest bits that have added up on top of the other stuff, and it's a little crazy. I'm hoping doing it thru Lending Club will make it easier - and cheaper - to pay off.
3rd row	Lenders, I have the ability to pay off my current debt but, would like the ability to be able to put some extra money off to the side and build my personal savings account. The lower interest rate of roughly 7% would enable me to do that. I'm willing to share my credit report to anyone that is willing to help out. Please consider my application. Thank you,
4th row	I paid off my first Prosper loan, but had an emergency and took out a second Prosper loan, but at a very high interest rate - and I would like the opportunity to get the interest rate lowered. This loan would be used to pay off the second Prosper Loan.
5th row

Value	Count	Frequency (%)
to	207772	3.9%
on	187351	3.5%
i	182058	3.4%
	156828	2.9%
added	146511	2.7%
borrower	146436	2.7%
and	138186	2.6%
my	132749	2.5%
a	124496	2.3%
the	114497	2.1%
Other values (85678)	3859588	71.5%

Most occurring characters

Value	Count	Frequency (%)
	5610791	18.5%
e	2440743	8.1%
o	1999319	6.6%
a	1833374	6.1%
r	1711569	5.7%
t	1648389	5.4%
n	1558655	5.2%
d	1280178	4.2%
i	1246265	4.1%
s	1023905	3.4%
Other values (132)	9898470	32.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	30251658	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	5610791	18.5%
e	2440743	8.1%
o	1999319	6.6%
a	1833374	6.1%
r	1711569	5.7%
t	1648389	5.4%
n	1558655	5.2%
d	1280178	4.2%
i	1246265	4.1%
s	1023905	3.4%
Other values (132)	9898470	32.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	30251658	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	5610791	18.5%
e	2440743	8.1%
o	1999319	6.6%
a	1833374	6.1%
r	1711569	5.7%
t	1648389	5.4%
n	1558655	5.2%
d	1280178	4.2%
i	1246265	4.1%
s	1023905	3.4%
Other values (132)	9898470	32.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	30251658	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	5610791	18.5%
e	2440743	8.1%
o	1999319	6.6%
a	1833374	6.1%
r	1711569	5.7%
t	1648389	5.4%
n	1558655	5.2%
d	1280178	4.2%
i	1246265	4.1%
s	1023905	3.4%
Other values (132)	9898470	32.7%

purpose
Text

Distinct	14
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	137.5 MiB

Length

Max length	18
Median length	18
Mean length	14.79247594
Min length	3

Characters and Unicode

Total characters	33440877
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	debt_consolidation
2nd row	small_business
3rd row	home_improvement
4th row	debt_consolidation
5th row	major_purchase

Value	Count	Frequency (%)
debt_consolidation	1277877	56.5%
credit_card	516971	22.9%
home_improvement	150457	6.7%
other	139440	6.2%
major_purchase	50445	2.2%
medical	27488	1.2%
small_business	24689	1.1%
car	24013	1.1%
vacation	15525	0.7%
moving	15403	0.7%
Other values (4)	18360	0.8%

Most occurring characters

Value	Count	Frequency (%)
o	4369918	13.1%
d	3622318	10.8%
t	3378571	10.1%
i	3309066	9.9%
n	2767497	8.3%
e	2512421	7.5%
c	2429714	7.3%
_	2021884	6.0%
a	2005271	6.0%
r	1451632	4.3%
Other values (12)	5572585	16.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	33440877	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	4369918	13.1%
d	3622318	10.8%
t	3378571	10.1%
i	3309066	9.9%
n	2767497	8.3%
e	2512421	7.5%
c	2429714	7.3%
_	2021884	6.0%
a	2005271	6.0%
r	1451632	4.3%
Other values (12)	5572585	16.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	33440877	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	4369918	13.1%
d	3622318	10.8%
t	3378571	10.1%
i	3309066	9.9%
n	2767497	8.3%
e	2512421	7.5%
c	2429714	7.3%
_	2021884	6.0%
a	2005271	6.0%
r	1451632	4.3%
Other values (12)	5572585	16.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	33440877	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	4369918	13.1%
d	3622318	10.8%
t	3378571	10.1%
i	3309066	9.9%
n	2767497	8.3%
e	2512421	7.5%
c	2429714	7.3%
_	2021884	6.0%
a	2005271	6.0%
r	1451632	4.3%
Other values (12)	5572585	16.7%

title
Text

Missing

Distinct	63154
Distinct (%)	2.8%
Missing	23359
Missing (%)	1.0%
Memory size	143.0 MiB

Length

Max length	80
Median length	18
Mean length	17.69166314
Min length	2

Characters and Unicode

Total characters	39582301
Distinct characters	108
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	53972 ?
Unique (%)	2.4%

Sample

1st row	Debt consolidation
2nd row	Business
3rd row	Debt consolidation
4th row	Major purchase
5th row	Debt consolidation

Value	Count	Frequency (%)
consolidation	1205787	24.7%
debt	1205393	24.7%
credit	500182	10.3%
card	492012	10.1%
refinancing	470712	9.7%
home	158543	3.3%
improvement	142244	2.9%
other	128158	2.6%
purchase	46224	0.9%
major	45589	0.9%
Other values (17775)	479382	9.8%

Most occurring characters

Value	Count	Frequency (%)
n	4285974	10.8%
i	4217999	10.7%
o	4168357	10.5%
t	3282969	8.3%
e	3079270	7.8%
	2645801	6.7%
a	2531407	6.4%
d	2302500	5.8%
c	2285045	5.8%
r	1933321	4.9%
Other values (98)	8849658	22.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	39582301	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	4285974	10.8%
i	4217999	10.7%
o	4168357	10.5%
t	3282969	8.3%
e	3079270	7.8%
	2645801	6.7%
a	2531407	6.4%
d	2302500	5.8%
c	2285045	5.8%
r	1933321	4.9%
Other values (98)	8849658	22.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	39582301	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	4285974	10.8%
i	4217999	10.7%
o	4168357	10.5%
t	3282969	8.3%
e	3079270	7.8%
	2645801	6.7%
a	2531407	6.4%
d	2302500	5.8%
c	2285045	5.8%
r	1933321	4.9%
Other values (98)	8849658	22.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	39582301	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	4285974	10.8%
i	4217999	10.7%
o	4168357	10.5%
t	3282969	8.3%
e	3079270	7.8%
	2645801	6.7%
a	2531407	6.4%
d	2302500	5.8%
c	2285045	5.8%
r	1933321	4.9%
Other values (98)	8849658	22.4%

zip_code
Text

Distinct	956
Distinct (%)	< 0.1%
Missing	34
Missing (%)	< 0.1%
Memory size	116.4 MiB

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	11303335
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	34 ?
Unique (%)	< 0.1%

Sample

1st row	190xx
2nd row	577xx
3rd row	605xx
4th row	076xx
5th row	174xx

Value	Count	Frequency (%)
112xx	23908	1.1%
945xx	23782	1.1%
750xx	23649	1.0%
606xx	21192	0.9%
300xx	20497	0.9%
331xx	19051	0.8%
070xx	18316	0.8%
770xx	17719	0.8%
891xx	17162	0.8%
100xx	17103	0.8%
Other values (946)	2058288	91.0%

Most occurring characters

Value	Count	Frequency (%)
x	4521334	40.0%
0	1002006	8.9%
1	802911	7.1%
3	760539	6.7%
2	710832	6.3%
7	672375	5.9%
9	659951	5.8%
4	582456	5.2%
8	551306	4.9%
5	543273	4.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11303335	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
x	4521334	40.0%
0	1002006	8.9%
1	802911	7.1%
3	760539	6.7%
2	710832	6.3%
7	672375	5.9%
9	659951	5.8%
4	582456	5.2%
8	551306	4.9%
5	543273	4.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11303335	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
x	4521334	40.0%
0	1002006	8.9%
1	802911	7.1%
3	760539	6.7%
2	710832	6.3%
7	672375	5.9%
9	659951	5.8%
4	582456	5.2%
8	551306	4.9%
5	543273	4.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11303335	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
x	4521334	40.0%
0	1002006	8.9%
1	802911	7.1%
3	760539	6.7%
2	710832	6.3%
7	672375	5.9%
9	659951	5.8%
4	582456	5.2%
8	551306	4.9%
5	543273	4.8%

addr_state
Text

Distinct	51
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	110.0 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	4521336
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PA
2nd row	SD
3rd row	IL
4th row	NJ
5th row	PA

Value	Count	Frequency (%)
ca	314533	13.9%
ny	186389	8.2%
tx	186335	8.2%
fl	161991	7.2%
il	91173	4.0%
nj	83132	3.7%
pa	76939	3.4%
oh	75132	3.3%
ga	74196	3.3%
va	62954	2.8%
Other values (41)	947894	41.9%

Most occurring characters

Value	Count	Frequency (%)
A	756605	16.7%
N	511961	11.3%
C	494590	10.9%
L	306207	6.8%
T	283832	6.3%
M	276061	6.1%
I	242330	5.4%
Y	213024	4.7%
O	206879	4.6%
X	186335	4.1%
Other values (14)	1043512	23.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4521336	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	756605	16.7%
N	511961	11.3%
C	494590	10.9%
L	306207	6.8%
T	283832	6.3%
M	276061	6.1%
I	242330	5.4%
Y	213024	4.7%
O	206879	4.6%
X	186335	4.1%
Other values (14)	1043512	23.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4521336	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	756605	16.7%
N	511961	11.3%
C	494590	10.9%
L	306207	6.8%
T	283832	6.3%
M	276061	6.1%
I	242330	5.4%
Y	213024	4.7%
O	206879	4.6%
X	186335	4.1%
Other values (14)	1043512	23.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4521336	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	756605	16.7%
N	511961	11.3%
C	494590	10.9%
L	306207	6.8%
T	283832	6.3%
M	276061	6.1%
I	242330	5.4%
Y	213024	4.7%
O	206879	4.6%
X	186335	4.1%
Other values (14)	1043512	23.1%

dti
Real number (ℝ)

Skewed

Distinct	10845
Distinct (%)	0.5%
Missing	1744
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	18.82419644

Minimum	-1
Maximum	999
Zeros	1732
Zeros (%)	0.1%
Negative	2
Negative (%)	< 0.1%
Memory size	17.2 MiB

Quantile statistics

Minimum	-1
5-th percentile	4.94
Q1	11.89
median	17.84
Q3	24.49
95-th percentile	33.88
Maximum	999
Range	1000
Interquartile range (IQR)	12.6

Descriptive statistics

Standard deviation	14.18332854
Coefficient of variation (CV)	0.7534626294
Kurtosis	1755.261278
Mean	18.82419644
Median Absolute Deviation (MAD)	6.27
Skewness	29.20185447
Sum	42523050.31
Variance	201.1668086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1732	0.1%
18	1584	0.1%
14.4	1577	0.1%
16.8	1576	0.1%
19.2	1566	0.1%
15.6	1506	0.1%
13.2	1496	0.1%
12	1486	0.1%
20.4	1424	0.1%
21.6	1391	0.1%
Other values (10835)	2243619	99.2%
(Missing)	1744	0.1%

Value	Count	Frequency (%)
-1	2	< 0.1%
0	1732	0.1%
0.01	22	< 0.1%
0.02	35	< 0.1%
0.03	19	< 0.1%

Value	Count	Frequency (%)
999	135	< 0.1%
995.6	1	< 0.1%
995.17	1	< 0.1%
994.4	1	< 0.1%
991.57	1	< 0.1%

delinq_2yrs
Real number (ℝ)

Zeros

Distinct	37
Distinct (%)	< 0.1%
Missing	62
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.3068791612

Minimum	0
Maximum	58
Zeros	1839108
Zeros (%)	81.4%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	58
Range	58
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8672303329
Coefficient of variation (CV)	2.825966839
Kurtosis	73.35208962
Mean	0.3068791612
Median Absolute Deviation (MAD)	0
Skewness	5.929811375
Sum	693743
Variance	0.7520884503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	1839108	81.4%
1	281353	12.4%
2	81289	3.6%
3	29542	1.3%
4	13179	0.6%
5	6599	0.3%
6	3717	0.2%
7	2062	0.1%
8	1223	0.1%
9	818	< 0.1%
Other values (27)	1749	0.1%

Value	Count	Frequency (%)
0	1839108	81.4%
1	281353	12.4%
2	81289	3.6%
3	29542	1.3%
4	13179	0.6%

Value	Count	Frequency (%)
58	1	< 0.1%
42	1	< 0.1%
39	1	< 0.1%
36	1	< 0.1%
35	1	< 0.1%

earliest_cr_line
Text

Distinct	754
Distinct (%)	< 0.1%
Missing	62
Missing (%)	< 0.1%
Memory size	122.9 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	18085112
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	34 ?
Unique (%)	< 0.1%

Sample

1st row	Aug-2003
2nd row	Dec-1999
3rd row	Aug-2000
4th row	Sep-2008
5th row	Jun-1998

Value	Count	Frequency (%)
sep-2004	15400	0.7%
sep-2003	15215	0.7%
sep-2005	14780	0.7%
aug-2003	14669	0.6%
aug-2004	14413	0.6%
aug-2001	14355	0.6%
aug-2002	14322	0.6%
aug-2005	14207	0.6%
aug-2006	14143	0.6%
oct-2003	14108	0.6%
Other values (744)	2115027	93.6%

Most occurring characters

Value	Count	Frequency (%)
0	2665949	14.7%
-	2260639	12.5%
9	1872050	10.4%
2	1520438	8.4%
1	1333400	7.4%
u	586592	3.2%
e	563812	3.1%
a	524771	2.9%
J	522320	2.9%
8	406030	2.2%
Other values (23)	5829111	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18085112	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2665949	14.7%
-	2260639	12.5%
9	1872050	10.4%
2	1520438	8.4%
1	1333400	7.4%
u	586592	3.2%
e	563812	3.1%
a	524771	2.9%
J	522320	2.9%
8	406030	2.2%
Other values (23)	5829111	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18085112	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2665949	14.7%
-	2260639	12.5%
9	1872050	10.4%
2	1520438	8.4%
1	1333400	7.4%
u	586592	3.2%
e	563812	3.1%
a	524771	2.9%
J	522320	2.9%
8	406030	2.2%
Other values (23)	5829111	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18085112	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2665949	14.7%
-	2260639	12.5%
9	1872050	10.4%
2	1520438	8.4%
1	1333400	7.4%
u	586592	3.2%
e	563812	3.1%
a	524771	2.9%
J	522320	2.9%
8	406030	2.2%
Other values (23)	5829111	32.2%

fico_range_low
Real number (ℝ)

Distinct	48
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	698.5882049

Minimum	610
Maximum	845
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	610
5-th percentile	660
Q1	675
median	690
Q3	715
95-th percentile	765
Maximum	845
Range	235
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	33.01037645
Coefficient of variation (CV)	0.04725298283
Kurtosis	1.315168369
Mean	698.5882049
Median Absolute Deviation (MAD)	20
Skewness	1.192877206
Sum	1579276000
Variance	1089.684953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
660	186580	8.3%
670	182119	8.1%
665	180759	8.0%
680	167199	7.4%
675	164016	7.3%
685	148009	6.5%
690	144690	6.4%
695	130941	5.8%
700	124184	5.5%
705	113074	5.0%
Other values (38)	719097	31.8%

Value	Count	Frequency (%)
610	2	< 0.1%
615	1	< 0.1%
620	1	< 0.1%
625	2	< 0.1%
630	6	< 0.1%

Value	Count	Frequency (%)
845	441	< 0.1%
840	572	< 0.1%
835	859	< 0.1%
830	1439	0.1%
825	2189	0.1%

fico_range_high
Real number (ℝ)

Distinct	48
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	702.5884

Minimum	614
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	614
5-th percentile	664
Q1	679
median	694
Q3	719
95-th percentile	769
Maximum	850
Range	236
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	33.01124462
Coefficient of variation (CV)	0.0469851831
Kurtosis	1.316769731
Mean	702.5884
Median Absolute Deviation (MAD)	20
Skewness	1.193116484
Sum	1588319113
Variance	1089.742271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
664	186580	8.3%
674	182119	8.1%
669	180759	8.0%
684	167199	7.4%
679	164016	7.3%
689	148009	6.5%
694	144690	6.4%
699	130941	5.8%
704	124184	5.5%
709	113074	5.0%
Other values (38)	719097	31.8%

Value	Count	Frequency (%)
614	2	< 0.1%
619	1	< 0.1%
624	1	< 0.1%
629	2	< 0.1%
634	6	< 0.1%

Value	Count	Frequency (%)
850	441	< 0.1%
844	572	< 0.1%
839	859	< 0.1%
834	1439	0.1%
829	2189	0.1%

inq_last_6mths
Real number (ℝ)

Zeros

Distinct	28
Distinct (%)	< 0.1%
Missing	63
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.5768353889

Minimum	0
Maximum	33
Zeros	1381722
Zeros (%)	61.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	33
Range	33
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8859631584
Coefficient of variation (CV)	1.53590292
Kurtosis	9.57608952
Mean	0.5768353889
Median Absolute Deviation (MAD)	0
Skewness	2.066186683
Sum	1304016
Variance	0.784930718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	1381722	61.1%
1	584390	25.8%
2	200212	8.9%
3	69009	3.1%
4	17380	0.8%
5	6232	0.3%
6	1231	0.1%
7	195	< 0.1%
8	122	< 0.1%
9	50	< 0.1%
Other values (18)	95	< 0.1%
(Missing)	63	< 0.1%

Value	Count	Frequency (%)
0	1381722	61.1%
1	584390	25.8%
2	200212	8.9%
3	69009	3.1%
4	17380	0.8%

Value	Count	Frequency (%)
33	1	< 0.1%
32	1	< 0.1%
31	1	< 0.1%
28	1	< 0.1%
27	1	< 0.1%

mths_since_last_delinq
Real number (ℝ)

Missing

Distinct	173
Distinct (%)	< 0.1%
Missing	1158535
Missing (%)	51.2%
Infinite	0
Infinite (%)	0.0%
Mean	34.5409158

Minimum	0
Maximum	226
Zeros	2637
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	16
median	31
Q3	50
95-th percentile	74
Maximum	226
Range	226
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	21.9004709
Coefficient of variation (CV)	0.6340443035
Kurtosis	-0.6936426553
Mean	34.5409158
Median Absolute Deviation (MAD)	17
Skewness	0.4597452469
Sum	38069823
Variance	479.6306255
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	20967	0.9%
13	20629	0.9%
6	20615	0.9%
9	20345	0.9%
7	20139	0.9%
14	19913	0.9%
8	19575	0.9%
15	19555	0.9%
10	19371	0.9%
18	19042	0.8%
Other values (163)	902015	39.9%
(Missing)	1158535	51.2%

Value	Count	Frequency (%)
0	2637	0.1%
1	7100	0.3%
2	9853	0.4%
3	13089	0.6%
4	15506	0.7%

Value	Count	Frequency (%)
226	1	< 0.1%
202	1	< 0.1%
195	1	< 0.1%
192	1	< 0.1%
188	2	< 0.1%

mths_since_last_record
Real number (ℝ)

Missing

Distinct	129
Distinct (%)	< 0.1%
Missing	1901545
Missing (%)	84.1%
Infinite	0
Infinite (%)	0.0%
Mean	72.31284177

Minimum	0
Maximum	129
Zeros	1296
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	24
Q1	55
median	74
Q3	92
95-th percentile	113
Maximum	129
Range	129
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	26.46409448
Coefficient of variation (CV)	0.3659667333
Kurtosis	-0.4147973573
Mean	72.31284177
Median Absolute Deviation (MAD)	19
Skewness	-0.3692538065
Sum	25971591
Variance	700.3482964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
79	5448	0.2%
80	5434	0.2%
82	5405	0.2%
77	5356	0.2%
76	5326	0.2%
81	5278	0.2%
78	5263	0.2%
75	5262	0.2%
72	5176	0.2%
71	5164	0.2%
Other values (119)	306044	13.5%
(Missing)	1901545	84.1%

Value	Count	Frequency (%)
0	1296	0.1%
1	162	< 0.1%
2	180	< 0.1%
3	316	< 0.1%
4	385	< 0.1%

Value	Count	Frequency (%)
129	1	< 0.1%
127	1	< 0.1%
126	4	< 0.1%
125	3	< 0.1%
124	13	< 0.1%

open_acc
Real number (ℝ)

Distinct	91
Distinct (%)	< 0.1%
Missing	62
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	11.61240207

Minimum	0
Maximum	101
Zeros	56
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	11
Q3	14
95-th percentile	22
Maximum	101
Range	101
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.640861338
Coefficient of variation (CV)	0.4857618006
Kurtosis	3.446376782
Mean	11.61240207
Median Absolute Deviation (MAD)	3
Skewness	1.315544951
Sum	26251449
Variance	31.81931664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	195762	8.7%
10	189737	8.4%
8	188717	8.3%
11	175101	7.7%
7	172834	7.6%
12	157331	7.0%
6	145444	6.4%
13	137502	6.1%
14	118314	5.2%
5	108565	4.8%
Other values (81)	671332	29.7%

Value	Count	Frequency (%)
0	56	< 0.1%
1	1644	0.1%
2	10860	0.5%
3	32428	1.4%
4	67827	3.0%

Value	Count	Frequency (%)
101	1	< 0.1%
97	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
91	1	< 0.1%

pub_rec
Real number (ℝ)

Zeros

Distinct	43
Distinct (%)	< 0.1%
Missing	62
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.1975277787

Minimum	0
Maximum	86
Zeros	1902758
Zeros (%)	84.2%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5705150143
Coefficient of variation (CV)	2.888277377
Kurtosis	704.1159105
Mean	0.1975277787
Median Absolute Deviation (MAD)	0
Skewness	11.37680843
Sum	446539
Variance	0.3254873815
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	1902758	84.2%
1	305390	13.5%
2	34154	1.5%
3	10567	0.5%
4	3872	0.2%
5	1843	0.1%
6	933	< 0.1%
7	427	< 0.1%
8	243	< 0.1%
9	143	< 0.1%
Other values (33)	309	< 0.1%

Value	Count	Frequency (%)
0	1902758	84.2%
1	305390	13.5%
2	34154	1.5%
3	10567	0.5%
4	3872	0.2%

Value	Count	Frequency (%)
86	1	< 0.1%
63	1	< 0.1%
61	2	< 0.1%
54	1	< 0.1%
52	1	< 0.1%

revol_bal
Real number (ℝ)

Distinct	102251
Distinct (%)	4.5%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	16658.45808

Minimum	0
Maximum	2904836
Zeros	12562
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1572
Q1	5950
median	11324
Q3	20246
95-th percentile	45164
Maximum	2904836
Range	2904836
Interquartile range (IQR)	14296

Descriptive statistics

Standard deviation	22948.30503
Coefficient of variation (CV)	1.377576779
Kurtosis	643.1980554
Mean	16658.45808
Median Absolute Deviation (MAD)	6381
Skewness	13.23198843
Sum	3.765924311 × 10¹⁰
Variance	526624703.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12562	0.6%
8	216	< 0.1%
10	170	< 0.1%
2	169	< 0.1%
5	160	< 0.1%
5235	160	< 0.1%
6312	158	< 0.1%
5849	158	< 0.1%
5265	156	< 0.1%
6118	156	< 0.1%
Other values (102241)	2246603	99.4%

Value	Count	Frequency (%)
0	12562	0.6%
1	123	< 0.1%
2	169	< 0.1%
3	151	< 0.1%
4	153	< 0.1%

Value	Count	Frequency (%)
2904836	1	< 0.1%
2568995	1	< 0.1%
2560703	1	< 0.1%
2559552	1	< 0.1%
2358150	1	< 0.1%

revol_util
Real number (ℝ)

Distinct	1430
Distinct (%)	0.1%
Missing	1835
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	50.33769625

Minimum	0
Maximum	892.3
Zeros	13069
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	9.4
Q1	31.5
median	50.3
Q3	69.4
95-th percentile	91
Maximum	892.3
Range	892.3
Interquartile range (IQR)	37.9

Descriptive statistics

Standard deviation	24.71307332
Coefficient of variation (CV)	0.4909456563
Kurtosis	-0.2226717499
Mean	50.33769625
Median Absolute Deviation (MAD)	18.9
Skewness	0.01255594308
Sum	113706110.6
Variance	610.735993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13069	0.6%
57	4324	0.2%
48	4283	0.2%
59	4272	0.2%
61	4223	0.2%
54	4190	0.2%
58	4188	0.2%
53	4185	0.2%
55	4181	0.2%
51	4175	0.2%
Other values (1420)	2207776	97.7%

Value	Count	Frequency (%)
0	13069	0.6%
0.01	1	< 0.1%
0.03	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%

Value	Count	Frequency (%)
892.3	1	< 0.1%
366.6	1	< 0.1%
193	1	< 0.1%
191	1	< 0.1%
184.6	1	< 0.1%

total_acc
Real number (ℝ)

Distinct	152
Distinct (%)	< 0.1%
Missing	62
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	24.16255227

Minimum	1
Maximum	176
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	1
5-th percentile	8
Q1	15
median	22
Q3	31
95-th percentile	46
Maximum	176
Range	175
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.98752832
Coefficient of variation (CV)	0.4961201194
Kurtosis	1.848815197
Mean	24.16255227
Median Absolute Deviation (MAD)	8
Skewness	1.007455501
Sum	54622808
Variance	143.7008352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	82570	3.7%
19	82012	3.6%
18	81931	3.6%
17	81378	3.6%
21	81170	3.6%
16	79655	3.5%
22	79438	3.5%
23	77691	3.4%
15	77146	3.4%
24	75330	3.3%
Other values (142)	1462318	64.7%

Value	Count	Frequency (%)
1	21	< 0.1%
2	1333	0.1%
3	4244	0.2%
4	10456	0.5%
5	16398	0.7%

Value	Count	Frequency (%)
176	1	< 0.1%
173	1	< 0.1%
169	1	< 0.1%
165	1	< 0.1%
162	1	< 0.1%

initial_list_status
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	107.8 MiB

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2260668
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	w
2nd row	w
3rd row	w
4th row	w
5th row	w

Value	Count	Frequency (%)
w	1535467	67.9%
f	725201	32.1%

Most occurring characters

Value	Count	Frequency (%)
w	1535467	67.9%
f	725201	32.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
w	1535467	67.9%
f	725201	32.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
w	1535467	67.9%
f	725201	32.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
w	1535467	67.9%
f	725201	32.1%

out_prncp
Real number (ℝ)

Zeros

Distinct	356141
Distinct (%)	15.8%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4206.891439

Minimum	0
Maximum	40000
Zeros	1352764
Zeros (%)	59.8%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6149.94
95-th percentile	21077.135
Maximum	40000
Range	40000
Interquartile range (IQR)	6149.94

Descriptive statistics

Standard deviation	7343.238522
Coefficient of variation (CV)	1.745526032
Kurtosis	4.027761014
Mean	4206.891439
Median Absolute Deviation (MAD)	0
Skewness	2.072895804
Sum	9510384856
Variance	53923151.99
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1352764	59.8%
8717.99	323	< 0.1%
8457.66	311	< 0.1%
8757.61	258	< 0.1%
33830.65	249	< 0.1%
8196.01	244	< 0.1%
9238.49	242	< 0.1%
8747.25	241	< 0.1%
7688.11	234	< 0.1%
8503.85	228	< 0.1%
Other values (356131)	905574	40.1%

Value	Count	Frequency (%)
0	1352764	59.8%
0.01	6	< 0.1%
0.02	4	< 0.1%
0.03	2	< 0.1%
0.04	7	< 0.1%

Value	Count	Frequency (%)
40000	3	< 0.1%
39595.02	1	< 0.1%
39541.82	1	< 0.1%
39507.58	1	< 0.1%
39501.1	1	< 0.1%

out_prncp_inv
Real number (ℝ)

Zeros

Distinct	368481
Distinct (%)	16.3%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4205.965357

Minimum	0
Maximum	40000
Zeros	1352764
Zeros (%)	59.8%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	6146.31
95-th percentile	21076
Maximum	40000
Range	40000
Interquartile range (IQR)	6146.31

Descriptive statistics

Standard deviation	7342.332972
Coefficient of variation (CV)	1.745695066
Kurtosis	4.02985103
Mean	4205.965357
Median Absolute Deviation (MAD)	0
Skewness	2.073302878
Sum	9508291291
Variance	53909853.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1352764	59.8%
8717.99	316	< 0.1%
8457.66	310	< 0.1%
8757.61	254	< 0.1%
8196.01	242	< 0.1%
9238.49	240	< 0.1%
33830.65	237	< 0.1%
8747.25	237	< 0.1%
7688.11	233	< 0.1%
8503.85	227	< 0.1%
Other values (368471)	905608	40.1%

Value	Count	Frequency (%)
0	1352764	59.8%
0.01	6	< 0.1%
0.02	4	< 0.1%
0.03	2	< 0.1%
0.04	7	< 0.1%

Value	Count	Frequency (%)
40000	3	< 0.1%
39595.02	1	< 0.1%
39541.82	1	< 0.1%
39507.58	1	< 0.1%
39501.1	1	< 0.1%

total_pymnt
Real number (ℝ)

Distinct	1633866
Distinct (%)	72.3%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	12082.55683

Minimum	0
Maximum	63296.87792
Zeros	949
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1362.37
Q1	4546.4575
median	9329.72
Q3	16940.86937
95-th percentile	32824.63251
Maximum	63296.87792
Range	63296.87792
Interquartile range (IQR)	12394.41187

Descriptive statistics

Standard deviation	9901.383185
Coefficient of variation (CV)	0.8194774769
Kurtosis	1.354744602
Mean	12082.55683
Median Absolute Deviation (MAD)	5633.861795
Skewness	1.269316227
Sum	2.731464958 × 10¹⁰
Variance	98037388.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	949	< 0.1%
10838.35484	202	< 0.1%
11258.43637	190	< 0.1%
16257.52756	180	< 0.1%
2129.65	177	< 0.1%
1520.21	176	< 0.1%
13510.12859	166	< 0.1%
1572.8	154	< 0.1%
13006.0278	150	< 0.1%
2164.17	147	< 0.1%
Other values (1633856)	2258177	99.9%

Value	Count	Frequency (%)
0	949	< 0.1%
0.75	1	< 0.1%
0.8	1	< 0.1%
10	1	< 0.1%
16.58	1	< 0.1%

Value	Count	Frequency (%)
63296.87792	1	< 0.1%
62948.99096	1	< 0.1%
62884.79738	1	< 0.1%
62862.50673	1	< 0.1%
62837.63969	1	< 0.1%

total_pymnt_inv
Real number (ℝ)

Distinct	1311099
Distinct (%)	58.0%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	12064.39465

Minimum	0
Maximum	63296.88
Zeros	1227
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1352.57
Q1	4531.8
median	9309.675
Q3	16916.705
95-th percentile	32803.403
Maximum	63296.88
Range	63296.88
Interquartile range (IQR)	12384.905

Descriptive statistics

Standard deviation	9896.991745
Coefficient of variation (CV)	0.8203471478
Kurtosis	1.356326811
Mean	12064.39465
Median Absolute Deviation (MAD)	5625.9
Skewness	1.270054921
Sum	2.727359093 × 10¹⁰
Variance	97950445.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1227	0.1%
11431.12	266	< 0.1%
11784.23	265	< 0.1%
11258.44	262	< 0.1%
10838.35	248	< 0.1%
11471.31	218	< 0.1%
13510.13	215	< 0.1%
10956.78	213	< 0.1%
16257.53	211	< 0.1%
12128.02	211	< 0.1%
Other values (1311089)	2257332	99.9%

Value	Count	Frequency (%)
0	1227	0.1%
0.51	1	< 0.1%
0.54	1	< 0.1%
0.75	1	< 0.1%
0.8	1	< 0.1%

Value	Count	Frequency (%)
63296.88	1	< 0.1%
62904.03	1	< 0.1%
62862.51	1	< 0.1%
62839.88	1	< 0.1%
62837.64	1	< 0.1%

total_rec_prncp
Real number (ℝ)

Distinct	486463
Distinct (%)	21.5%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	9505.771588

Minimum	0
Maximum	40000
Zeros	2576
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	829.55
Q1	3000
median	7000
Q3	13899.1
95-th percentile	27575
Maximum	40000
Range	40000
Interquartile range (IQR)	10899.1

Descriptive statistics

Standard deviation	8321.852079
Coefficient of variation (CV)	0.8754525608
Kurtosis	1.117038198
Mean	9505.771588
Median Absolute Deviation (MAD)	4701.3
Skewness	1.256020411
Sum	2.148939364 × 10¹⁰
Variance	69253222.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	81386	3.6%
12000	59540	2.6%
15000	56526	2.5%
20000	55609	2.5%
5000	41118	1.8%
8000	39897	1.8%
35000	38665	1.7%
6000	38419	1.7%
16000	28831	1.3%
25000	27008	1.2%
Other values (486453)	1793669	79.3%

Value	Count	Frequency (%)
0	2576	0.1%
0.01	1	< 0.1%
2.13	1	< 0.1%
5.03	1	< 0.1%
5.62	1	< 0.1%

Value	Count	Frequency (%)
40000	5396	0.2%
39999.53	1	< 0.1%
39999.42	1	< 0.1%
39995.76	1	< 0.1%
39989.79	1	< 0.1%

total_rec_int
Real number (ℝ)

Distinct	635921
Distinct (%)	28.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2431.387654

Minimum	0
Maximum	28192.5
Zeros	2656
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	201.82
Q1	728.1875
median	1525.94
Q3	3108.0625
95-th percentile	7821.4065
Maximum	28192.5
Range	28192.5
Interquartile range (IQR)	2379.875

Descriptive statistics

Standard deviation	2679.73784
Coefficient of variation (CV)	1.102143393
Kurtosis	9.162197563
Mean	2431.387654
Median Absolute Deviation (MAD)	978.94
Skewness	2.552499573
Sum	5496560266
Variance	7180994.889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2656	0.1%
1431.12	315	< 0.1%
1784.23	309	< 0.1%
1258.44	272	< 0.1%
838.35	251	< 0.1%
1955.4	245	< 0.1%
956.78	245	< 0.1%
1471.31	240	< 0.1%
1977.77	230	< 0.1%
2128.02	228	< 0.1%
Other values (635911)	2255677	99.8%

Value	Count	Frequency (%)
0	2656	0.1%
0.01	28	< 0.1%
0.06	1	< 0.1%
0.07	2	< 0.1%
0.12	1	< 0.1%

Value	Count	Frequency (%)
28192.5	1	< 0.1%
27948.99	1	< 0.1%
27922.66	1	< 0.1%
27884.8	1	< 0.1%
27876.77	1	< 0.1%

total_rec_late_fee
Real number (ℝ)

Skewed Zeros

Distinct	18375
Distinct (%)	0.8%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.518453038

Minimum	-9.5 × 10^-9
Maximum	1484.34
Zeros	2173513
Zeros (%)	96.1%
Negative	8
Negative (%)	< 0.1%
Memory size	17.2 MiB

Quantile statistics

Minimum	-9.5 × 10^-9
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1484.34
Range	1484.34
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.84159167
Coefficient of variation (CV)	7.798457627
Kurtosis	957.5469612
Mean	1.518453038
Median Absolute Deviation (MAD)	0
Skewness	21.90352305
Sum	3432718.192
Variance	140.2232934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2173513	96.1%
15	18145	0.8%
30	3738	0.2%
45	1296	0.1%
60	536	< 0.1%
75	253	< 0.1%
90	137	< 0.1%
16.61	133	< 0.1%
16.37	118	< 0.1%
15.94	111	< 0.1%
Other values (18365)	62688	2.8%

Value	Count	Frequency (%)
-9.5 × 10^-9	1	< 0.1%
-5.1 × 10^-9	1	< 0.1%
-3.9 × 10^-9	1	< 0.1%
-2 × 10^-9	1	< 0.1%
-1.8 × 10^-9	1	< 0.1%

Value	Count	Frequency (%)
1484.34	1	< 0.1%
1188.83	1	< 0.1%
1098.360001	1	< 0.1%
1007.36	1	< 0.1%
983.43	1	< 0.1%

recoveries
Real number (ℝ)

Zeros

Distinct	132777
Distinct (%)	5.9%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	143.8791352

Minimum	0
Maximum	39859.55
Zeros	2075236
Zeros (%)	91.8%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	892.543
Maximum	39859.55
Range	39859.55
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	748.1640051
Coefficient of variation (CV)	5.199947887
Kurtosis	196.8034342
Mean	143.8791352
Median Absolute Deviation (MAD)	0
Skewness	10.60601568
Sum	325262956.9
Variance	559749.3785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2075236	91.8%
50	779	< 0.1%
100	638	< 0.1%
150	594	< 0.1%
200	563	< 0.1%
300	415	< 0.1%
75	322	< 0.1%
250	289	< 0.1%
25	246	< 0.1%
125	236	< 0.1%
Other values (132767)	181350	8.0%

Value	Count	Frequency (%)
0	2075236	91.8%
0.01	15	< 0.1%
0.02	16	< 0.1%
0.03	25	< 0.1%
0.04	39	< 0.1%

Value	Count	Frequency (%)
39859.55	1	< 0.1%
39444.37	1	< 0.1%
37153.46	1	< 0.1%
36578.54	1	< 0.1%
35581.88	1	< 0.1%

collection_recovery_fee
Real number (ℝ)

Zeros

Distinct	146222
Distinct (%)	6.5%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	23.98256586

Minimum	0
Maximum	7174.719
Zeros	2083655
Zeros (%)	92.2%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	134.153685
Maximum	7174.719
Range	7174.719
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	131.225587
Coefficient of variation (CV)	5.471707562
Kurtosis	224.48381
Mean	23.98256586
Median Absolute Deviation (MAD)	0
Skewness	11.34307972
Sum	54216619.2
Variance	17220.15467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2083655	92.2%
9	637	< 0.1%
18	486	< 0.1%
27	455	< 0.1%
36	428	< 0.1%
54	318	< 0.1%
13.5	236	< 0.1%
45	234	< 0.1%
4.5	174	< 0.1%
22.5	171	< 0.1%
Other values (146212)	173874	7.7%

Value	Count	Frequency (%)
0	2083655	92.2%
0.0018	1	< 0.1%
0.018	1	< 0.1%
0.036	1	< 0.1%
0.0378	1	< 0.1%

Value	Count	Frequency (%)
7174.719	1	< 0.1%
7002.19	1	< 0.1%
6972.59	1	< 0.1%
6687.6228	1	< 0.1%
6584.1372	1	< 0.1%

last_pymnt_d
Text

Distinct	136
Distinct (%)	< 0.1%
Missing	2460
Missing (%)	0.1%
Memory size	122.8 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	18065928
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Jan-2019
2nd row	Jun-2016
3rd row	Jun-2017
4th row	Feb-2019
5th row	Jul-2016

Value	Count	Frequency (%)
mar-2019	853003	37.8%
feb-2019	97074	4.3%
aug-2018	39615	1.8%
jan-2019	38483	1.7%
mar-2018	38269	1.7%
oct-2018	37133	1.6%
jul-2018	36498	1.6%
nov-2018	35296	1.6%
jun-2018	35168	1.6%
may-2018	33456	1.5%
Other values (126)	1014246	44.9%

Most occurring characters

Value	Count	Frequency (%)
2	2270054	12.6%
1	2262814	12.5%
0	2261836	12.5%
-	2258241	12.5%
a	1190481	6.6%
M	1063591	5.9%
r	1057928	5.9%
9	989398	5.5%
8	416227	2.3%
e	401870	2.2%
Other values (23)	3893488	21.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18065928	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2270054	12.6%
1	2262814	12.5%
0	2261836	12.5%
-	2258241	12.5%
a	1190481	6.6%
M	1063591	5.9%
r	1057928	5.9%
9	989398	5.5%
8	416227	2.3%
e	401870	2.2%
Other values (23)	3893488	21.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18065928	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2270054	12.6%
1	2262814	12.5%
0	2261836	12.5%
-	2258241	12.5%
a	1190481	6.6%
M	1063591	5.9%
r	1057928	5.9%
9	989398	5.5%
8	416227	2.3%
e	401870	2.2%
Other values (23)	3893488	21.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18065928	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2270054	12.6%
1	2262814	12.5%
0	2261836	12.5%
-	2258241	12.5%
a	1190481	6.6%
M	1063591	5.9%
r	1057928	5.9%
9	989398	5.5%
8	416227	2.3%
e	401870	2.2%
Other values (23)	3893488	21.6%

last_pymnt_amnt
Real number (ℝ)

Distinct	704467
Distinct (%)	31.2%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3429.345942

Minimum	0
Maximum	42192.05
Zeros	2893
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	100.54
Q1	310.33
median	600.57
Q3	3743.75
95-th percentile	16926.714
Maximum	42192.05
Range	42192.05
Interquartile range (IQR)	3433.42

Descriptive statistics

Standard deviation	6018.247582
Coefficient of variation (CV)	1.754925774
Kurtosis	7.082541403
Mean	3429.345942
Median Absolute Deviation (MAD)	396.69
Skewness	2.567204711
Sum	7752612632
Variance	36219303.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	3414	0.2%
0	2893	0.1%
100	2082	0.1%
332.1	1809	0.1%
301.15	1790	0.1%
361.38	1709	0.1%
309.74	1524	0.1%
320.05	1453	0.1%
324.65	1451	0.1%
304.72	1387	0.1%
Other values (704457)	2241156	99.1%

Value	Count	Frequency (%)
0	2893	0.1%
0.01	296	< 0.1%
0.02	97	< 0.1%
0.03	83	< 0.1%
0.04	79	< 0.1%

Value	Count	Frequency (%)
42192.05	1	< 0.1%
42148.53	1	< 0.1%
42005.2	1	< 0.1%
41453.07	1	< 0.1%
41434	1	< 0.1%

next_pymnt_d
Text

Missing

Distinct	106
Distinct (%)	< 0.1%
Missing	1345343
Missing (%)	59.5%
Memory size	90.8 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	7322864
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	Apr-2019
2nd row	Apr-2019
3rd row	Apr-2019
4th row	Apr-2019
5th row	Apr-2019

Value	Count	Frequency (%)
apr-2019	912221	99.7%
mar-2019	277	< 0.1%
mar-2011	107	< 0.1%
may-2019	105	< 0.1%
apr-2011	101	< 0.1%
feb-2011	91	< 0.1%
jan-2011	79	< 0.1%
may-2011	77	< 0.1%
dec-2010	71	< 0.1%
jun-2011	66	< 0.1%
Other values (96)	2163	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	916291	12.5%
2	915830	12.5%
1	915760	12.5%
-	915358	12.5%
r	913013	12.5%
9	912916	12.5%
A	912687	12.5%
p	912676	12.5%
a	1103	< 0.1%
M	883	< 0.1%
Other values (22)	6347	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7322864	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	916291	12.5%
2	915830	12.5%
1	915760	12.5%
-	915358	12.5%
r	913013	12.5%
9	912916	12.5%
A	912687	12.5%
p	912676	12.5%
a	1103	< 0.1%
M	883	< 0.1%
Other values (22)	6347	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7322864	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	916291	12.5%
2	915830	12.5%
1	915760	12.5%
-	915358	12.5%
r	913013	12.5%
9	912916	12.5%
A	912687	12.5%
p	912676	12.5%
a	1103	< 0.1%
M	883	< 0.1%
Other values (22)	6347	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7322864	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	916291	12.5%
2	915830	12.5%
1	915760	12.5%
-	915358	12.5%
r	913013	12.5%
9	912916	12.5%
A	912687	12.5%
p	912676	12.5%
a	1103	< 0.1%
M	883	< 0.1%
Other values (22)	6347	0.1%

last_credit_pull_d
Text

Distinct	141
Distinct (%)	< 0.1%
Missing	105
Missing (%)	< 0.1%
Memory size	122.9 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	18084768
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	Mar-2019
2nd row	Mar-2019
3rd row	Mar-2019
4th row	Mar-2019
5th row	Mar-2018

Value	Count	Frequency (%)
mar-2019	1371381	60.7%
feb-2019	76956	3.4%
jan-2019	63283	2.8%
jul-2018	54113	2.4%
oct-2016	50983	2.3%
oct-2018	47357	2.1%
dec-2018	45199	2.0%
aug-2018	43656	1.9%
nov-2018	43632	1.9%
sep-2018	33614	1.5%
Other values (131)	430422	19.0%

Most occurring characters

Value	Count	Frequency (%)
2	2263789	12.5%
1	2261988	12.5%
0	2261683	12.5%
-	2260596	12.5%
a	1563459	8.6%
9	1511856	8.4%
r	1463253	8.1%
M	1461026	8.1%
8	393544	2.2%
e	268453	1.5%
Other values (23)	2375121	13.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18084768	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2263789	12.5%
1	2261988	12.5%
0	2261683	12.5%
-	2260596	12.5%
a	1563459	8.6%
9	1511856	8.4%
r	1463253	8.1%
M	1461026	8.1%
8	393544	2.2%
e	268453	1.5%
Other values (23)	2375121	13.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18084768	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2263789	12.5%
1	2261988	12.5%
0	2261683	12.5%
-	2260596	12.5%
a	1563459	8.6%
9	1511856	8.4%
r	1463253	8.1%
M	1461026	8.1%
8	393544	2.2%
e	268453	1.5%
Other values (23)	2375121	13.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18084768	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2263789	12.5%
1	2261988	12.5%
0	2261683	12.5%
-	2260596	12.5%
a	1563459	8.6%
9	1511856	8.4%
r	1463253	8.1%
M	1461026	8.1%
8	393544	2.2%
e	268453	1.5%
Other values (23)	2375121	13.1%

last_fico_range_high
Real number (ℝ)

Distinct	72
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	687.6609953

Minimum	0
Maximum	850
Zeros	235
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	539
Q1	654
median	699
Q3	734
95-th percentile	794
Maximum	850
Range	850
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	72.97043535
Coefficient of variation (CV)	0.1061139658
Kurtosis	0.9163633575
Mean	687.6609953
Median Absolute Deviation (MAD)	40
Skewness	-0.7567365639
Sum	1554573207
Variance	5324.684435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
694	83697	3.7%
699	82915	3.7%
709	82358	3.6%
704	82319	3.6%
714	79410	3.5%
684	77821	3.4%
719	77448	3.4%
689	76599	3.4%
724	75229	3.3%
679	68535	3.0%
Other values (62)	1474337	65.2%

Value	Count	Frequency (%)
0	235	< 0.1%
499	37091	1.6%
504	8133	0.4%
509	8836	0.4%
514	10139	0.4%

Value	Count	Frequency (%)
850	380	< 0.1%
844	874	< 0.1%
839	1708	0.1%
834	3459	0.2%
829	5614	0.2%

last_fico_range_low
Real number (ℝ)

Zeros

Distinct	71
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	675.5397298

Minimum	0
Maximum	845
Zeros	37326
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	535
Q1	650
median	695
Q3	730
95-th percentile	790
Maximum	845
Range	845
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	111.0976261
Coefficient of variation (CV)	0.1644575755
Kurtosis	19.99158902
Mean	675.5397298
Median Absolute Deviation (MAD)	40
Skewness	-3.737285082
Sum	1527171050
Variance	12342.68254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
690	83697	3.7%
695	82915	3.7%
705	82358	3.6%
700	82319	3.6%
710	79410	3.5%
680	77821	3.4%
715	77448	3.4%
685	76599	3.4%
720	75229	3.3%
675	68535	3.0%
Other values (61)	1474337	65.2%

Value	Count	Frequency (%)
0	37326	1.7%
500	8133	0.4%
505	8836	0.4%
510	10139	0.4%
515	10295	0.5%

Value	Count	Frequency (%)
845	380	< 0.1%
840	874	< 0.1%
835	1708	0.1%
830	3459	0.2%
825	5614	0.2%

collections_12_mths_ex_med
Real number (ℝ)

Zeros

Distinct	16
Distinct (%)	< 0.1%
Missing	178
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.01814580077

Minimum	0
Maximum	20
Zeros	2223085
Zeros (%)	98.3%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1508131422
Coefficient of variation (CV)	8.311186928
Kurtosis	607.1260844
Mean	0.01814580077
Median Absolute Deviation (MAD)	0
Skewness	14.03257434
Sum	41019
Variance	0.02274460386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	2223085	98.3%
1	34684	1.5%
2	2313	0.1%
3	271	< 0.1%
4	93	< 0.1%
5	36	< 0.1%
6	17	< 0.1%
7	7	< 0.1%
8	4	< 0.1%
9	4	< 0.1%
Other values (6)	9	< 0.1%
(Missing)	178	< 0.1%

Value	Count	Frequency (%)
0	2223085	98.3%
1	34684	1.5%
2	2313	0.1%
3	271	< 0.1%
4	93	< 0.1%

Value	Count	Frequency (%)
20	2	< 0.1%
16	1	< 0.1%
14	1	< 0.1%
12	2	< 0.1%
11	1	< 0.1%

mths_since_last_major_derog
Real number (ℝ)

Missing

Distinct	183
Distinct (%)	< 0.1%
Missing	1679926
Missing (%)	74.3%
Infinite	0
Infinite (%)	0.0%
Mean	44.16422022

Minimum	0
Maximum	226
Zeros	375
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	27
median	44
Q3	62
95-th percentile	77
Maximum	226
Range	226
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	21.53312059
Coefficient of variation (CV)	0.4875693601
Kurtosis	-0.5492963164
Mean	44.16422022
Median Absolute Deviation (MAD)	17
Skewness	0.09211592216
Sum	25649475
Variance	463.6752825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	9181	0.4%
43	9126	0.4%
42	9096	0.4%
44	9082	0.4%
46	9042	0.4%
48	8978	0.4%
40	8962	0.4%
41	8881	0.4%
47	8866	0.4%
38	8864	0.4%
Other values (173)	490697	21.7%
(Missing)	1679926	74.3%

Value	Count	Frequency (%)
0	375	< 0.1%
1	1338	0.1%
2	1575	0.1%
3	1968	0.1%
4	2632	0.1%

Value	Count	Frequency (%)
226	1	< 0.1%
202	1	< 0.1%
197	1	< 0.1%
195	1	< 0.1%
192	1	< 0.1%

policy_code
Real number (ℝ)

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1

Minimum	1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	1
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	2260668
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
1	2260668	> 99.9%
(Missing)	33	< 0.1%

Value	Count	Frequency (%)
1	2260668	> 99.9%

Value	Count	Frequency (%)
1	2260668	> 99.9%

application_type
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	127.1 MiB

Length

Max length	10
Median length	10
Mean length	9.946604278
Min length	9

Characters and Unicode

Total characters	22485970
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Individual
2nd row	Individual
3rd row	Joint App
4th row	Individual
5th row	Individual

Value	Count	Frequency (%)
individual	2139958	89.9%
joint	120710	5.1%
app	120710	5.1%

Most occurring characters

Value	Count	Frequency (%)
i	4400626	19.6%
d	4279916	19.0%
n	2260668	10.1%
I	2139958	9.5%
v	2139958	9.5%
u	2139958	9.5%
a	2139958	9.5%
l	2139958	9.5%
p	241420	1.1%
J	120710	0.5%
Other values (4)	482840	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22485970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	4400626	19.6%
d	4279916	19.0%
n	2260668	10.1%
I	2139958	9.5%
v	2139958	9.5%
u	2139958	9.5%
a	2139958	9.5%
l	2139958	9.5%
p	241420	1.1%
J	120710	0.5%
Other values (4)	482840	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22485970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	4400626	19.6%
d	4279916	19.0%
n	2260668	10.1%
I	2139958	9.5%
v	2139958	9.5%
u	2139958	9.5%
a	2139958	9.5%
l	2139958	9.5%
p	241420	1.1%
J	120710	0.5%
Other values (4)	482840	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22485970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	4400626	19.6%
d	4279916	19.0%
n	2260668	10.1%
I	2139958	9.5%
v	2139958	9.5%
u	2139958	9.5%
a	2139958	9.5%
l	2139958	9.5%
p	241420	1.1%
J	120710	0.5%
Other values (4)	482840	2.1%

annual_inc_joint
Real number (ℝ)

Missing Skewed

Distinct	17633
Distinct (%)	14.6%
Missing	2139991
Missing (%)	94.7%
Infinite	0
Infinite (%)	0.0%
Mean	123624.6367

Minimum	5693.51
Maximum	7874821
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	5693.51
5-th percentile	53310.093
Q1	83400
median	110000
Q3	147995
95-th percentile	230975
Maximum	7874821
Range	7869127.49
Interquartile range (IQR)	64595

Descriptive statistics

Standard deviation	74161.34633
Coefficient of variation (CV)	0.5998913186
Kurtosis	1741.838783
Mean	123624.6367
Median Absolute Deviation (MAD)	30000
Skewness	21.7445355
Sum	1.49227299 × 10¹⁰
Variance	5499905289
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100000	2150	0.1%
120000	2057	0.1%
110000	2053	0.1%
90000	1874	0.1%
130000	1788	0.1%
80000	1650	0.1%
105000	1550	0.1%
140000	1529	0.1%
150000	1460	0.1%
115000	1460	0.1%
Other values (17623)	103139	4.6%
(Missing)	2139991	94.7%

Value	Count	Frequency (%)
5693.51	1	< 0.1%
9000	1	< 0.1%
11000	1	< 0.1%
12500	1	< 0.1%
13464	1	< 0.1%

Value	Count	Frequency (%)
7874821	1	< 0.1%
6282000	1	< 0.1%
5653500	1	< 0.1%
4200000	1	< 0.1%
2000000	1	< 0.1%

dti_joint
Real number (ℝ)

Missing

Distinct	4018
Distinct (%)	3.3%
Missing	2139995
Missing (%)	94.7%
Infinite	0
Infinite (%)	0.0%
Mean	19.25181706

Minimum	0
Maximum	69.49
Zeros	18
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	6.99
Q1	13.53
median	18.84
Q3	24.62
95-th percentile	33.0275
Maximum	69.49
Range	69.49
Interquartile range (IQR)	11.09

Descriptive statistics

Standard deviation	7.82208598
Coefficient of variation (CV)	0.4063037767
Kurtosis	-0.3840496448
Mean	19.25181706
Median Absolute Deviation (MAD)	5.54
Skewness	0.2205511496
Sum	2323809.83
Variance	61.18502907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.32	80	< 0.1%
22.39	77	< 0.1%
18.1	77	< 0.1%
19.89	77	< 0.1%
17.96	76	< 0.1%
13.98	76	< 0.1%
18.96	76	< 0.1%
16.97	75	< 0.1%
17.02	75	< 0.1%
20.45	75	< 0.1%
Other values (4008)	119942	5.3%
(Missing)	2139995	94.7%

Value	Count	Frequency (%)
0	18	< 0.1%
0.03	1	< 0.1%
0.11	1	< 0.1%
0.12	1	< 0.1%
0.13	2	< 0.1%

Value	Count	Frequency (%)
69.49	1	< 0.1%
63.66	1	< 0.1%
61.9	1	< 0.1%
61.28	1	< 0.1%
55.52	1	< 0.1%

verification_status_joint
Text

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	2144971
Missing (%)	94.9%
Memory size	72.2 MiB

Length

Max length	15
Median length	12
Mean length	12.09056424
Min length	8

Characters and Unicode

Total characters	1399241
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Not Verified
3rd row	Not Verified
4th row	Not Verified
5th row	Not Verified

Value	Count	Frequency (%)
verified	115730	55.7%
not	57403	27.6%
source	34827	16.7%

Most occurring characters

Value	Count	Frequency (%)
e	266287	19.0%
i	231460	16.5%
r	150557	10.8%
V	115730	8.3%
f	115730	8.3%
d	115730	8.3%
o	92230	6.6%
	92230	6.6%
N	57403	4.1%
t	57403	4.1%
Other values (3)	104481	7.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1399241	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	266287	19.0%
i	231460	16.5%
r	150557	10.8%
V	115730	8.3%
f	115730	8.3%
d	115730	8.3%
o	92230	6.6%
	92230	6.6%
N	57403	4.1%
t	57403	4.1%
Other values (3)	104481	7.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1399241	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	266287	19.0%
i	231460	16.5%
r	150557	10.8%
V	115730	8.3%
f	115730	8.3%
d	115730	8.3%
o	92230	6.6%
	92230	6.6%
N	57403	4.1%
t	57403	4.1%
Other values (3)	104481	7.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1399241	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	266287	19.0%
i	231460	16.5%
r	150557	10.8%
V	115730	8.3%
f	115730	8.3%
d	115730	8.3%
o	92230	6.6%
	92230	6.6%
N	57403	4.1%
t	57403	4.1%
Other values (3)	104481	7.5%

acc_now_delinq
Real number (ℝ)

Skewed Zeros

Distinct	9
Distinct (%)	< 0.1%
Missing	62
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.004147942241

Minimum	0
Maximum	14
Zeros	2251857
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.06961656266
Coefficient of variation (CV)	16.78339731
Kurtosis	1256.702032
Mean	0.004147942241
Median Absolute Deviation (MAD)	0
Skewness	22.90797767
Sum	9377
Variance	0.004846465797
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	2251857	99.6%
1	8293	0.4%
2	421	< 0.1%
3	50	< 0.1%
4	11	< 0.1%
5	3	< 0.1%
6	2	< 0.1%
14	1	< 0.1%
7	1	< 0.1%
(Missing)	62	< 0.1%

Value	Count	Frequency (%)
0	2251857	99.6%
1	8293	0.4%
2	421	< 0.1%
3	50	< 0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
7	1	< 0.1%
6	2	< 0.1%
5	3	< 0.1%
4	11	< 0.1%

tot_coll_amt
Real number (ℝ)

Missing Skewed Zeros

Distinct	15574
Distinct (%)	0.7%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	232.7317389

Minimum	0
Maximum	9152545
Zeros	1856129
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	786
Maximum	9152545
Range	9152545
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8518.461819
Coefficient of variation (CV)	36.60206322
Kurtosis	803765.2461
Mean	232.7317389
Median Absolute Deviation (MAD)	0
Skewness	852.0101323
Sum	509773739
Variance	72564191.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1856129	82.1%
50	3924	0.2%
100	3250	0.1%
75	2489	0.1%
200	1911	0.1%
150	1904	0.1%
60	1791	0.1%
70	1457	0.1%
80	1411	0.1%
55	1247	0.1%
Other values (15564)	314879	13.9%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	1856129	82.1%
2	5	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
9152545	1	< 0.1%
6214661	1	< 0.1%
5252395	1	< 0.1%
932461	1	< 0.1%
848438	1	< 0.1%

tot_cur_bal
Real number (ℝ)

Missing

Distinct	487688
Distinct (%)	22.3%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	142492.1952

Minimum	0
Maximum	9971659
Zeros	959
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	8195.55
Q1	29092
median	79240
Q3	213204
95-th percentile	441856.45
Maximum	9971659
Range	9971659
Interquartile range (IQR)	184112

Descriptive statistics

Standard deviation	160692.6406
Coefficient of variation (CV)	1.12772942
Kurtosis	33.33453308
Mean	142492.1952
Median Absolute Deviation (MAD)	63035
Skewness	2.974725283
Sum	3.121137644 × 10¹¹
Variance	2.582212475 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	959	< 0.1%
14186	41	< 0.1%
23772	39	< 0.1%
20275	39	< 0.1%
22831	38	< 0.1%
20317	38	< 0.1%
25197	38	< 0.1%
23607	38	< 0.1%
20157	38	< 0.1%
19923	38	< 0.1%
Other values (487678)	2189086	96.8%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	959	< 0.1%
1	13	< 0.1%
2	15	< 0.1%
3	19	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
9971659	1	< 0.1%
8524709	1	< 0.1%
8000078	1	< 0.1%
5752177	1	< 0.1%
5445012	1	< 0.1%

open_acc_6m
Real number (ℝ)

Missing Zeros

Distinct	19
Distinct (%)	< 0.1%
Missing	866163
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.934419858

Minimum	0
Maximum	18
Zeros	627966
Zeros (%)	27.8%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	3
Maximum	18
Range	18
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.140699932
Coefficient of variation (CV)	1.220757374
Kurtosis	4.480970574
Mean	0.934419858
Median Absolute Deviation (MAD)	1
Skewness	1.681378599
Sum	1303084
Variance	1.301196335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	627966	27.8%
1	434092	19.2%
2	204167	9.0%
3	81147	3.6%
4	29906	1.3%
5	10643	0.5%
6	3956	0.2%
7	1556	0.1%
8	625	< 0.1%
9	259	< 0.1%
Other values (9)	221	< 0.1%
(Missing)	866163	38.3%

Value	Count	Frequency (%)
0	627966	27.8%
1	434092	19.2%
2	204167	9.0%
3	81147	3.6%
4	29906	1.3%

Value	Count	Frequency (%)
18	1	< 0.1%
17	1	< 0.1%
16	2	< 0.1%
15	2	< 0.1%
14	9	< 0.1%

open_act_il
Real number (ℝ)

Missing Zeros

Distinct	54
Distinct (%)	< 0.1%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.779406671

Minimum	0
Maximum	57
Zeros	165848
Zeros (%)	7.3%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	9
Maximum	57
Range	57
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.000784358
Coefficient of variation (CV)	1.079649261
Kurtosis	13.71859618
Mean	2.779406671
Median Absolute Deviation (MAD)	1
Skewness	2.976152472
Sum	3875991
Variance	9.004706761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	356302	15.8%
2	334086	14.8%
3	209677	9.3%
0	165848	7.3%
4	112592	5.0%
5	62357	2.8%
6	37624	1.7%
7	25961	1.1%
8	19050	0.8%
9	14849	0.7%
Other values (44)	56193	2.5%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	165848	7.3%
1	356302	15.8%
2	334086	14.8%
3	209677	9.3%
4	112592	5.0%

Value	Count	Frequency (%)
57	1	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
53	1	< 0.1%
49	2	< 0.1%

open_il_12m
Real number (ℝ)

Missing Zeros

Distinct	19
Distinct (%)	< 0.1%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.6764314229

Minimum	0
Maximum	25
Zeros	760254
Zeros (%)	33.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	25
Range	25
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.925635427
Coefficient of variation (CV)	1.368409858
Kurtosis	5.428570249
Mean	0.6764314229
Median Absolute Deviation (MAD)	0
Skewness	1.791122671
Sum	943310
Variance	0.8568009438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	760254	33.6%
1	418123	18.5%
2	152164	6.7%
3	44170	2.0%
4	13608	0.6%
5	4309	0.2%
6	1484	0.1%
7	219	< 0.1%
8	97	< 0.1%
9	49	< 0.1%
Other values (9)	62	< 0.1%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	760254	33.6%
1	418123	18.5%
2	152164	6.7%
3	44170	2.0%
4	13608	0.6%

Value	Count	Frequency (%)
25	1	< 0.1%
21	1	< 0.1%
20	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%

open_il_24m
Real number (ℝ)

Missing Zeros

Distinct	31
Distinct (%)	< 0.1%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.562751562

Minimum	0
Maximum	51
Zeros	377489
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	51
Range	51
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.578672095
Coefficient of variation (CV)	1.010187501
Kurtosis	6.489226867
Mean	1.562751562
Median Absolute Deviation (MAD)	1
Skewness	1.760411311
Sum	2179318
Variance	2.492205585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
1	439811	19.5%
0	377489	16.7%
2	284333	12.6%
3	148127	6.6%
4	72627	3.2%
5	36227	1.6%
6	17577	0.8%
7	8851	0.4%
8	4506	0.2%
9	2262	0.1%
Other values (21)	2729	0.1%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	377489	16.7%
1	439811	19.5%
2	284333	12.6%
3	148127	6.6%
4	72627	3.2%

Value	Count	Frequency (%)
51	1	< 0.1%
39	1	< 0.1%
31	1	< 0.1%
30	1	< 0.1%
28	1	< 0.1%

mths_since_rcnt_il
Real number (ℝ)

Missing

Distinct	405
Distinct (%)	< 0.1%
Missing	909957
Missing (%)	40.3%
Infinite	0
Infinite (%)	0.0%
Mean	21.22235672

Minimum	0
Maximum	511
Zeros	653
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	7
median	13
Q3	24
95-th percentile	72
Maximum	511
Range	511
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	26.0491867
Coefficient of variation (CV)	1.227440809
Kurtosis	17.41971902
Mean	21.22235672
Median Absolute Deviation (MAD)	8
Skewness	3.432616292
Sum	28665971
Variance	678.5601279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	61397	2.7%
4	60564	2.7%
3	58975	2.6%
6	57977	2.6%
8	57851	2.6%
5	57489	2.5%
9	53488	2.4%
13	51374	2.3%
10	51180	2.3%
2	50555	2.2%
Other values (395)	789894	34.9%
(Missing)	909957	40.3%

Value	Count	Frequency (%)
0	653	< 0.1%
1	27716	1.2%
2	50555	2.2%
3	58975	2.6%
4	60564	2.7%

Value	Count	Frequency (%)
511	1	< 0.1%
507	1	< 0.1%
505	1	< 0.1%
503	1	< 0.1%
488	1	< 0.1%

total_bal_il
Real number (ℝ)

Missing Zeros

Distinct	162249
Distinct (%)	11.6%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	35506.64527

Minimum	0
Maximum	1837038
Zeros	158666
Zeros (%)	7.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8695
median	23127
Q3	46095
95-th percentile	113501.1
Maximum	1837038
Range	1837038
Interquartile range (IQR)	37400

Descriptive statistics

Standard deviation	44097.45592
Coefficient of variation (CV)	1.241949376
Kurtosis	32.73888123
Mean	35506.64527
Median Absolute Deviation (MAD)	17047
Skewness	3.821058228
Sum	4.951540158 × 10¹⁰
Variance	1944585619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	158666	7.0%
10000	103	< 0.1%
15000	95	< 0.1%
5000	86	< 0.1%
5500	77	< 0.1%
9500	66	< 0.1%
2000	65	< 0.1%
6000	64	< 0.1%
7000	64	< 0.1%
20000	64	< 0.1%
Other values (162239)	1235189	54.6%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	158666	7.0%
1	58	< 0.1%
2	12	< 0.1%
3	12	< 0.1%
4	9	< 0.1%

Value	Count	Frequency (%)
1837038	1	< 0.1%
1754743	1	< 0.1%
1711009	1	< 0.1%
1547285	1	< 0.1%
1466398	1	< 0.1%

il_util
Real number (ℝ)

Missing

Distinct	280
Distinct (%)	< 0.1%
Missing	1068883
Missing (%)	47.3%
Infinite	0
Infinite (%)	0.0%
Mean	69.14097958

Minimum	0
Maximum	1000
Zeros	6629
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	25
Q1	55
median	72
Q3	86
95-th percentile	101
Maximum	1000
Range	1000
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	23.74838634
Coefficient of variation (CV)	0.3434777246
Kurtosis	7.081786181
Mean	69.14097958
Median Absolute Deviation (MAD)	15
Skewness	-0.1724200621
Sum	82403464
Variance	563.9858538
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
78	22659	1.0%
75	22425	1.0%
81	22330	1.0%
83	22286	1.0%
72	22023	1.0%
77	21852	1.0%
80	21737	1.0%
82	21553	1.0%
74	21496	1.0%
79	21478	1.0%
Other values (270)	971979	43.0%
(Missing)	1068883	47.3%

Value	Count	Frequency (%)
0	6629	0.3%
1	439	< 0.1%
2	886	< 0.1%
3	1761	0.1%
4	1112	< 0.1%

Value	Count	Frequency (%)
1000	3	< 0.1%
558	1	< 0.1%
464	1	< 0.1%
428	1	< 0.1%
417	1	< 0.1%

open_rv_12m
Real number (ℝ)

Missing Zeros

Distinct	29
Distinct (%)	< 0.1%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.290133155

Minimum	0
Maximum	28
Zeros	513716
Zeros (%)	22.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	28
Range	28
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.506826647
Coefficient of variation (CV)	1.167962114
Kurtosis	7.794958019
Mean	1.290133155
Median Absolute Deviation (MAD)	1
Skewness	2.019059937
Sum	1799141
Variance	2.270526544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	513716	22.7%
1	413897	18.3%
2	238188	10.5%
3	118920	5.3%
4	56137	2.5%
5	26685	1.2%
6	13085	0.6%
7	6466	0.3%
8	3218	0.1%
9	1778	0.1%
Other values (19)	2449	0.1%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	513716	22.7%
1	413897	18.3%
2	238188	10.5%
3	118920	5.3%
4	56137	2.5%

Value	Count	Frequency (%)
28	2	< 0.1%
27	1	< 0.1%
26	5	< 0.1%
25	1	< 0.1%
24	2	< 0.1%

open_rv_24m
Real number (ℝ)

Missing Zeros

Distinct	50
Distinct (%)	< 0.1%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.749923093

Minimum	0
Maximum	60
Zeros	223783
Zeros (%)	9.9%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	60
Range	60
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.596910679
Coefficient of variation (CV)	0.9443575663
Kurtosis	8.208281738
Mean	2.749923093
Median Absolute Deviation (MAD)	1
Skewness	1.977657369
Sum	3834875
Variance	6.743945077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	297887	13.2%
2	267192	11.8%
0	223783	9.9%
3	200886	8.9%
4	139066	6.2%
5	92969	4.1%
6	60078	2.7%
7	39084	1.7%
8	24997	1.1%
9	16162	0.7%
Other values (40)	32435	1.4%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	223783	9.9%
1	297887	13.2%
2	267192	11.8%
3	200886	8.9%
4	139066	6.2%

Value	Count	Frequency (%)
60	1	< 0.1%
54	1	< 0.1%
53	1	< 0.1%
50	2	< 0.1%
49	1	< 0.1%

max_bal_bc
Real number (ℝ)

Missing Zeros

Distinct	33726
Distinct (%)	2.4%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	5806.392905

Minimum	0
Maximum	1170668
Zeros	35917
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	340
Q1	2284
median	4413
Q3	7598
95-th percentile	16311
Maximum	1170668
Range	1170668
Interquartile range (IQR)	5314

Descriptive statistics

Standard deviation	5690.561012
Coefficient of variation (CV)	0.9800509723
Kurtosis	1748.219344
Mean	5806.392905
Median Absolute Deviation (MAD)	2462
Skewness	13.69539884
Sum	8097241355
Variance	32382484.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	35917	1.6%
8	572	< 0.1%
3000	533	< 0.1%
2000	504	< 0.1%
4000	447	< 0.1%
5000	423	< 0.1%
2500	383	< 0.1%
1500	333	< 0.1%
1900	333	< 0.1%
3500	330	< 0.1%
Other values (33716)	1354764	59.9%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	35917	1.6%
1	165	< 0.1%
2	218	< 0.1%
3	234	< 0.1%
4	217	< 0.1%

Value	Count	Frequency (%)
1170668	1	< 0.1%
776843	1	< 0.1%
571793	1	< 0.1%
500000	1	< 0.1%
457521	1	< 0.1%

all_util
Real number (ℝ)

Missing

Distinct	188
Distinct (%)	< 0.1%
Missing	866381
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	57.03229531

Minimum	0
Maximum	239
Zeros	2873
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	21
Q1	43
median	58
Q3	72
95-th percentile	90
Maximum	239
Range	239
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	20.9047476
Coefficient of variation (CV)	0.3665422807
Kurtosis	-0.07732273667
Mean	57.03229531
Median Absolute Deviation (MAD)	14
Skewness	-0.1233140004
Sum	79521270
Variance	437.0084721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	26677	1.2%
60	26674	1.2%
61	26475	1.2%
62	26330	1.2%
63	26295	1.2%
58	26105	1.2%
64	26010	1.2%
57	25934	1.1%
65	25763	1.1%
56	25429	1.1%
Other values (178)	1132628	50.1%
(Missing)	866381	38.3%

Value	Count	Frequency (%)
0	2873	0.1%
1	1720	0.1%
2	1594	0.1%
3	1676	0.1%
4	1706	0.1%

Value	Count	Frequency (%)
239	1	< 0.1%
211	1	< 0.1%
210	1	< 0.1%
204	1	< 0.1%
198	1	< 0.1%

total_rev_hi_lim
Real number (ℝ)

Missing Skewed

Distinct	34220
Distinct (%)	1.6%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	34573.94277

Minimum	0
Maximum	9999999
Zeros	1366
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	6000
Q1	14700
median	25400
Q3	43200
95-th percentile	91100
Maximum	9999999
Range	9999999
Interquartile range (IQR)	28500

Descriptive statistics

Standard deviation	36728.49545
Coefficient of variation (CV)	1.06231724
Kurtosis	7520.926598
Mean	34573.94277
Median Absolute Deviation (MAD)	12800
Skewness	32.55742738
Sum	7.573048765 × 10¹⁰
Variance	1348982378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	7086	0.3%
15000	6840	0.3%
13000	6720	0.3%
12000	6657	0.3%
14000	6640	0.3%
11000	6624	0.3%
11500	6591	0.3%
16000	6535	0.3%
17000	6526	0.3%
12500	6496	0.3%
Other values (34210)	2123677	93.9%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	1366	0.1%
100	28	< 0.1%
200	71	< 0.1%
300	354	< 0.1%
400	113	< 0.1%

Value	Count	Frequency (%)
9999999	3	< 0.1%
2175000	1	< 0.1%
2087500	1	< 0.1%
2059200	1	< 0.1%
2013133	1	< 0.1%

inq_fi
Real number (ℝ)

Missing Zeros

Distinct	33
Distinct (%)	< 0.1%
Missing	866162
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.012866618

Minimum	0
Maximum	48
Zeros	697142
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	4
Maximum	48
Range	48
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.489455668
Coefficient of variation (CV)	1.470534858
Kurtosis	13.46503817
Mean	1.012866618
Median Absolute Deviation (MAD)	1
Skewness	2.665084535
Sum	1412482
Variance	2.218478187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	697142	30.8%
1	352169	15.6%
2	172982	7.7%
3	83887	3.7%
4	41460	1.8%
5	21374	0.9%
6	11043	0.5%
7	6059	0.3%
8	3423	0.2%
9	1946	0.1%
Other values (23)	3054	0.1%
(Missing)	866162	38.3%

Value	Count	Frequency (%)
0	697142	30.8%
1	352169	15.6%
2	172982	7.7%
3	83887	3.7%
4	41460	1.8%

Value	Count	Frequency (%)
48	1	< 0.1%
38	1	< 0.1%
32	1	< 0.1%
31	1	< 0.1%
29	1	< 0.1%

total_cu_tl
Real number (ℝ)

Missing Zeros

Distinct	62
Distinct (%)	< 0.1%
Missing	866163
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	1.477304312

Minimum	0
Maximum	111
Zeros	753128
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	7
Maximum	111
Range	111
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.672991191
Coefficient of variation (CV)	1.809370737
Kurtosis	24.10976388
Mean	1.477304312
Median Absolute Deviation (MAD)	0
Skewness	3.575038998
Sum	2060157
Variance	7.144881908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	753128	33.3%
1	235619	10.4%
2	129673	5.7%
3	82042	3.6%
4	55090	2.4%
5	38010	1.7%
6	27101	1.2%
7	19362	0.9%
8	13953	0.6%
9	10143	0.4%
Other values (52)	30417	1.3%
(Missing)	866163	38.3%

Value	Count	Frequency (%)
0	753128	33.3%
1	235619	10.4%
2	129673	5.7%
3	82042	3.6%
4	55090	2.4%

Value	Count	Frequency (%)
111	1	< 0.1%
79	1	< 0.1%
77	1	< 0.1%
71	1	< 0.1%
68	3	< 0.1%

inq_last_12m
Real number (ℝ)

Missing Zeros

Distinct	48
Distinct (%)	< 0.1%
Missing	866163
Missing (%)	38.3%
Infinite	0
Infinite (%)	0.0%
Mean	2.036667341

Minimum	0
Maximum	67
Zeros	400090
Zeros (%)	17.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	7
Maximum	67
Range	67
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.383117224
Coefficient of variation (CV)	1.170106269
Kurtosis	11.22465969
Mean	2.036667341
Median Absolute Deviation (MAD)	1
Skewness	2.405157988
Sum	2840210
Variance	5.679247702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	400090	17.7%
1	339411	15.0%
2	235736	10.4%
3	153565	6.8%
4	96535	4.3%
5	59861	2.6%
6	37765	1.7%
7	24088	1.1%
8	15619	0.7%
9	10201	0.5%
Other values (38)	21667	1.0%
(Missing)	866163	38.3%

Value	Count	Frequency (%)
0	400090	17.7%
1	339411	15.0%
2	235736	10.4%
3	153565	6.8%
4	96535	4.3%

Value	Count	Frequency (%)
67	1	< 0.1%
51	1	< 0.1%
49	1	< 0.1%
46	1	< 0.1%
45	1	< 0.1%

acc_open_past_24mths
Real number (ℝ)

Missing Zeros

Distinct	57
Distinct (%)	< 0.1%
Missing	50063
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.521655739

Minimum	0
Maximum	64
Zeros	100270
Zeros (%)	4.4%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	10
Maximum	64
Range	64
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.164229436
Coefficient of variation (CV)	0.6997944157
Kurtosis	4.374804415
Mean	4.521655739
Median Absolute Deviation (MAD)	2
Skewness	1.402234451
Sum	9995744
Variance	10.01234792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	331293	14.7%
4	307313	13.6%
2	305502	13.5%
5	258117	11.4%
1	222952	9.9%
6	201931	8.9%
7	149447	6.6%
8	106194	4.7%
0	100270	4.4%
9	73503	3.3%
Other values (47)	154116	6.8%

Value	Count	Frequency (%)
0	100270	4.4%
1	222952	9.9%
2	305502	13.5%
3	331293	14.7%
4	307313	13.6%

Value	Count	Frequency (%)
64	1	< 0.1%
61	1	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
54	3	< 0.1%

avg_cur_bal
Real number (ℝ)

Missing

Distinct	88597
Distinct (%)	4.0%
Missing	70379
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	13547.79751

Minimum	0
Maximum	958084
Zeros	906
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1072
Q1	3080
median	7335
Q3	18783
95-th percentile	43578
Maximum	958084
Range	958084
Interquartile range (IQR)	15703

Descriptive statistics

Standard deviation	16474.07501
Coefficient of variation (CV)	1.215996548
Kurtosis	44.16460012
Mean	13547.79751
Median Absolute Deviation (MAD)	5369
Skewness	3.868891119
Sum	2.967403894 × 10¹⁰
Variance	271395147.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	906	< 0.1%
2442	273	< 0.1%
2277	271	< 0.1%
1971	268	< 0.1%
2522	267	< 0.1%
1967	267	< 0.1%
2148	266	< 0.1%
2025	266	< 0.1%
2831	265	< 0.1%
2286	265	< 0.1%
Other values (88587)	2187008	96.7%
(Missing)	70379	3.1%

Value	Count	Frequency (%)
0	906	< 0.1%
1	67	< 0.1%
2	59	< 0.1%
3	50	< 0.1%
4	38	< 0.1%

Value	Count	Frequency (%)
958084	1	< 0.1%
800008	1	< 0.1%
752994	1	< 0.1%
710392	1	< 0.1%
646339	1	< 0.1%

bc_open_to_buy
Real number (ℝ)

Missing Zeros

Distinct	91500
Distinct (%)	4.2%
Missing	74968
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	11394.26269

Minimum	0
Maximum	711140
Zeros	30767
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	162
Q1	1722
median	5442
Q3	14187
95-th percentile	42800
Maximum	711140
Range	711140
Interquartile range (IQR)	12465

Descriptive statistics

Standard deviation	16599.5344
Coefficient of variation (CV)	1.456832693
Kurtosis	27.09912245
Mean	11394.26269
Median Absolute Deviation (MAD)	4567
Skewness	3.737088307
Sum	2.490481597 × 10¹⁰
Variance	275544542.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30767	1.4%
500	1954	0.1%
2000	1908	0.1%
1000	1709	0.1%
3000	1580	0.1%
2500	1395	0.1%
5000	1383	0.1%
1500	1300	0.1%
4000	1234	0.1%
3500	1160	0.1%
Other values (91490)	2141343	94.7%
(Missing)	74968	3.3%

Value	Count	Frequency (%)
0	30767	1.4%
1	342	< 0.1%
2	354	< 0.1%
3	358	< 0.1%
4	384	< 0.1%

Value	Count	Frequency (%)
711140	1	< 0.1%
605996	1	< 0.1%
559912	1	< 0.1%
507259	1	< 0.1%
497445	1	< 0.1%

bc_util
Real number (ℝ)

Missing Zeros

Distinct	1494
Distinct (%)	0.1%
Missing	76104
Missing (%)	3.4%
Infinite	0
Infinite (%)	0.0%
Mean	57.89994754

Minimum	0
Maximum	339.6
Zeros	27885
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	7.7
Q1	35.4
median	60.2
Q3	83.1
95-th percentile	97.8
Maximum	339.6
Range	339.6
Interquartile range (IQR)	47.7

Descriptive statistics

Standard deviation	28.58347454
Coefficient of variation (CV)	0.4936701284
Kurtosis	-1.001197473
Mean	57.89994754
Median Absolute Deviation (MAD)	23.8
Skewness	-0.2697763948
Sum	126488051.7
Variance	817.0150167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27885	1.2%
98	6188	0.3%
97	5748	0.3%
99	5700	0.3%
96	5642	0.2%
95	5223	0.2%
94	4983	0.2%
93	4693	0.2%
92	4594	0.2%
91	4381	0.2%
Other values (1484)	2109560	93.3%
(Missing)	76104	3.4%

Value	Count	Frequency (%)
0	27885	1.2%
0.1	2267	0.1%
0.2	1959	0.1%
0.3	1680	0.1%
0.4	1440	0.1%

Value	Count	Frequency (%)
339.6	1	< 0.1%
318.2	1	< 0.1%
255.2	1	< 0.1%
252.3	1	< 0.1%
243.8	1	< 0.1%

chargeoff_within_12_mths
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	178
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.008464412881

Minimum	0
Maximum	10
Zeros	2243339
Zeros (%)	99.2%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1048097892
Coefficient of variation (CV)	12.38240509
Kurtosis	598.1324648
Mean	0.008464412881
Median Absolute Deviation (MAD)	0
Skewness	18.12854845
Sum	19134
Variance	0.01098509191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	2243339	99.2%
1	15765	0.7%
2	1115	< 0.1%
3	186	< 0.1%
4	68	< 0.1%
5	22	< 0.1%
6	12	< 0.1%
7	8	< 0.1%
9	5	< 0.1%
8	2	< 0.1%
(Missing)	178	< 0.1%

Value	Count	Frequency (%)
0	2243339	99.2%
1	15765	0.7%
2	1115	< 0.1%
3	186	< 0.1%
4	68	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	5	< 0.1%
8	2	< 0.1%
7	8	< 0.1%
6	12	< 0.1%

delinq_amnt
Real number (ℝ)

Skewed Zeros

Distinct	2617
Distinct (%)	0.1%
Missing	62
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	12.36982773

Minimum	0
Maximum	249925
Zeros	2253465
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	249925
Range	249925
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	726.4647813
Coefficient of variation (CV)	58.72877108
Kurtosis	16006.0037
Mean	12.36982773
Median Absolute Deviation (MAD)	0
Skewness	102.6547743
Sum	27963715
Variance	527751.0785
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2253465	99.7%
25	124	< 0.1%
65000	109	< 0.1%
30	85	< 0.1%
53	72	< 0.1%
54	69	< 0.1%
75	65	< 0.1%
50	64	< 0.1%
56	58	< 0.1%
57	56	< 0.1%
Other values (2607)	6472	0.3%
(Missing)	62	< 0.1%

Value	Count	Frequency (%)
0	2253465	99.7%
1	9	< 0.1%
2	10	< 0.1%
3	12	< 0.1%
4	15	< 0.1%

Value	Count	Frequency (%)
249925	1	< 0.1%
185408	1	< 0.1%
159177	1	< 0.1%
138474	1	< 0.1%
130778	1	< 0.1%

mo_sin_old_il_acct
Real number (ℝ)

Missing

Distinct	566
Distinct (%)	< 0.1%
Missing	139104
Missing (%)	6.2%
Infinite	0
Infinite (%)	0.0%
Mean	125.7377608

Minimum	0
Maximum	999
Zeros	16
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	31
Q1	96
median	130
Q3	154
95-th percentile	213
Maximum	999
Range	999
Interquartile range (IQR)	58

Descriptive statistics

Standard deviation	53.38217542
Coefficient of variation (CV)	0.4245516629
Kurtosis	1.843977671
Mean	125.7377608
Median Absolute Deviation (MAD)	27
Skewness	0.3513513484
Sum	266764856
Variance	2849.656652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	25017	1.1%
129	24849	1.1%
128	24798	1.1%
132	24767	1.1%
127	24749	1.1%
133	24731	1.1%
125	24683	1.1%
126	24649	1.1%
134	24574	1.1%
131	24515	1.1%
Other values (556)	1874265	82.9%
(Missing)	139104	6.2%

Value	Count	Frequency (%)
0	16	< 0.1%
1	507	< 0.1%
2	1003	< 0.1%
3	1414	0.1%
4	1616	0.1%

Value	Count	Frequency (%)
999	2	< 0.1%
848	1	< 0.1%
827	1	< 0.1%
822	1	< 0.1%
808	1	< 0.1%

mo_sin_old_rev_tl_op
Real number (ℝ)

Missing

Distinct	787
Distinct (%)	< 0.1%
Missing	70310
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	181.4915675

Minimum	1
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	1
5-th percentile	49
Q1	116
median	164
Q3	232
95-th percentile	369
Maximum	999
Range	998
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	97.11845373
Coefficient of variation (CV)	0.5351127608
Kurtosis	1.355518547
Mean	181.4915675
Median Absolute Deviation (MAD)	56
Skewness	1.007808058
Sum	397537496
Variance	9431.994056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
132	12536	0.6%
136	12528	0.6%
131	12386	0.5%
134	12317	0.5%
130	12299	0.5%
133	12278	0.5%
135	12235	0.5%
137	12132	0.5%
129	12116	0.5%
140	12112	0.5%
Other values (777)	2067452	91.5%
(Missing)	70310	3.1%

Value	Count	Frequency (%)
1	2	< 0.1%
2	6	< 0.1%
3	17	< 0.1%
4	19	< 0.1%
5	42	< 0.1%

Value	Count	Frequency (%)
999	1	< 0.1%
901	1	< 0.1%
852	1	< 0.1%
851	1	< 0.1%
842	1	< 0.1%

mo_sin_rcnt_rev_tl_op
Real number (ℝ)

Missing Zeros

Distinct	333
Distinct (%)	< 0.1%
Missing	70310
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	14.02408931

Minimum	0
Maximum	547
Zeros	33747
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	8
Q3	17
95-th percentile	46
Maximum	547
Range	547
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	17.53308255
Coefficient of variation (CV)	1.250211844
Kurtosis	21.96014259
Mean	14.02408931
Median Absolute Deviation (MAD)	5
Skewness	3.592705204
Sum	30718239
Variance	307.4089838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	167693	7.4%
3	161273	7.1%
4	147691	6.5%
1	137574	6.1%
5	132964	5.9%
6	117844	5.2%
7	107901	4.8%
8	96426	4.3%
9	85716	3.8%
10	78061	3.5%
Other values (323)	957248	42.3%

Value	Count	Frequency (%)
0	33747	1.5%
1	137574	6.1%
2	167693	7.4%
3	161273	7.1%
4	147691	6.5%

Value	Count	Frequency (%)
547	1	< 0.1%
502	1	< 0.1%
438	1	< 0.1%
406	1	< 0.1%
404	1	< 0.1%

mo_sin_rcnt_tl
Real number (ℝ)

Missing Zeros

Distinct	232
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.297468672

Minimum	0
Maximum	382
Zeros	34923
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	11
95-th percentile	24
Maximum	382
Range	382
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	9.208556539
Coefficient of variation (CV)	1.10980311
Kurtosis	46.21937168
Mean	8.297468672
Median Absolute Deviation (MAD)	3
Skewness	4.601065685
Sum	18174709
Variance	84.79751352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	235575	10.4%
3	228153	10.1%
4	203278	9.0%
1	180626	8.0%
5	175501	7.8%
6	151978	6.7%
7	135550	6.0%
8	114936	5.1%
9	96422	4.3%
10	82385	3.6%
Other values (222)	585988	25.9%

Value	Count	Frequency (%)
0	34923	1.5%
1	180626	8.0%
2	235575	10.4%
3	228153	10.1%
4	203278	9.0%

Value	Count	Frequency (%)
382	1	< 0.1%
368	1	< 0.1%
353	1	< 0.1%
331	1	< 0.1%
314	1	< 0.1%

mort_acc
Real number (ℝ)

Missing Zeros

Distinct	47
Distinct (%)	< 0.1%
Missing	50063
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.555382202

Minimum	0
Maximum	94
Zeros	929606
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	94
Range	94
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.904981017
Coefficient of variation (CV)	1.224767144
Kurtosis	10.50475648
Mean	1.555382202
Median Absolute Deviation (MAD)	1
Skewness	1.789683755
Sum	3438387
Variance	3.628952676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	929606	41.1%
1	393270	17.4%
2	325903	14.4%
3	231066	10.2%
4	150002	6.6%
5	86666	3.8%
6	46804	2.1%
7	23419	1.0%
8	11450	0.5%
9	5742	0.3%
Other values (37)	6710	0.3%
(Missing)	50063	2.2%

Value	Count	Frequency (%)
0	929606	41.1%
1	393270	17.4%
2	325903	14.4%
3	231066	10.2%
4	150002	6.6%

Value	Count	Frequency (%)
94	1	< 0.1%
87	1	< 0.1%
61	1	< 0.1%
52	1	< 0.1%
51	1	< 0.1%

mths_since_recent_bc
Real number (ℝ)

Missing

Distinct	546
Distinct (%)	< 0.1%
Missing	73445
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%
Mean	24.84485081

Minimum	0
Maximum	661
Zeros	13450
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	6
median	14
Q3	30
95-th percentile	89
Maximum	661
Range	661
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	32.31925269
Coefficient of variation (CV)	1.300843098
Kurtosis	20.67203482
Mean	24.84485081
Median Absolute Deviation (MAD)	9
Skewness	3.507711335
Sum	54342049
Variance	1044.534095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	104912	4.6%
2	102518	4.5%
4	100529	4.4%
5	94879	4.2%
6	88025	3.9%
7	83796	3.7%
8	78467	3.5%
9	72912	3.2%
1	69999	3.1%
10	68865	3.0%
Other values (536)	1322354	58.5%
(Missing)	73445	3.2%

Value	Count	Frequency (%)
0	13450	0.6%
1	69999	3.1%
2	102518	4.5%
3	104912	4.6%
4	100529	4.4%

Value	Count	Frequency (%)
661	1	< 0.1%
656	1	< 0.1%
640	1	< 0.1%
639	1	< 0.1%
628	1	< 0.1%

mths_since_recent_bc_dlq
Real number (ℝ)

Missing

Distinct	177
Distinct (%)	< 0.1%
Missing	1741000
Missing (%)	77.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.30308966

Minimum	0
Maximum	202
Zeros	796
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	21
median	37
Q3	57
95-th percentile	77
Maximum	202
Range	202
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	22.61768864
Coefficient of variation (CV)	0.575468464
Kurtosis	-0.6228222102
Mean	39.30308966
Median Absolute Deviation (MAD)	18
Skewness	0.3340775888
Sum	20425855
Variance	511.5598394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	8060	0.4%
28	8027	0.4%
25	7934	0.4%
35	7933	0.4%
45	7906	0.3%
22	7903	0.3%
30	7895	0.3%
44	7887	0.3%
32	7883	0.3%
19	7875	0.3%
Other values (167)	440398	19.5%
(Missing)	1741000	77.0%

Value	Count	Frequency (%)
0	796	< 0.1%
1	2629	0.1%
2	2998	0.1%
3	4142	0.2%
4	4816	0.2%

Value	Count	Frequency (%)
202	1	< 0.1%
195	1	< 0.1%
194	1	< 0.1%
190	1	< 0.1%
189	1	< 0.1%

mths_since_recent_inq
Real number (ℝ)

Missing Zeros

Distinct	26
Distinct (%)	< 0.1%
Missing	295468
Missing (%)	13.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.024194078

Minimum	0
Maximum	25
Zeros	168927
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	11
95-th percentile	19
Maximum	25
Range	25
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.965411442
Coefficient of variation (CV)	0.8492663181
Kurtosis	-0.03946573685
Mean	7.024194078
Median Absolute Deviation (MAD)	4
Skewness	0.8890161004
Sum	13804178
Variance	35.58613367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
1	212773	9.4%
2	173553	7.7%
0	168927	7.5%
3	157363	7.0%
4	143887	6.4%
5	127796	5.7%
6	114793	5.1%
7	108912	4.8%
8	96554	4.3%
9	85028	3.8%
Other values (16)	575647	25.5%
(Missing)	295468	13.1%

Value	Count	Frequency (%)
0	168927	7.5%
1	212773	9.4%
2	173553	7.7%
3	157363	7.0%
4	143887	6.4%

Value	Count	Frequency (%)
25	31	< 0.1%
24	9247	0.4%
23	18516	0.8%
22	20110	0.9%
21	22085	1.0%

mths_since_recent_revol_delinq
Real number (ℝ)

Missing

Distinct	179
Distinct (%)	< 0.1%
Missing	1520342
Missing (%)	67.3%
Infinite	0
Infinite (%)	0.0%
Mean	35.78222322

Minimum	0
Maximum	202
Zeros	1321
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	17
median	33
Q3	51
95-th percentile	76
Maximum	202
Range	202
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	22.30723894
Coefficient of variation (CV)	0.6234167957
Kurtosis	-0.486454921
Mean	35.78222322
Median Absolute Deviation (MAD)	17
Skewness	0.4954874723
Sum	26491691
Variance	497.6129092
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	13402	0.6%
13	13281	0.6%
14	12802	0.6%
15	12782	0.6%
19	12542	0.6%
16	12506	0.6%
18	12500	0.6%
9	12431	0.5%
21	12324	0.5%
22	12269	0.5%
Other values (169)	613520	27.1%
(Missing)	1520342	67.3%

Value	Count	Frequency (%)
0	1321	0.1%
1	4821	0.2%
2	5792	0.3%
3	7817	0.3%
4	9073	0.4%

Value	Count	Frequency (%)
202	1	< 0.1%
197	1	< 0.1%
190	1	< 0.1%
188	1	< 0.1%
183	1	< 0.1%

num_accts_ever_120_pd
Real number (ℝ)

Missing Zeros

Distinct	44
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.5002081819

Minimum	0
Maximum	58
Zeros	1687416
Zeros (%)	74.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	58
Range	58
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.350325678
Coefficient of variation (CV)	2.69952737
Kurtosis	52.39404559
Mean	0.5002081819
Median Absolute Deviation (MAD)	0
Skewness	5.434771953
Sum	1095652
Variance	1.823379435
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	1687416	74.6%
1	270277	12.0%
2	105854	4.7%
3	48574	2.1%
4	28665	1.3%
5	17014	0.8%
6	11075	0.5%
7	7023	0.3%
8	4555	0.2%
9	2975	0.1%
Other values (34)	6964	0.3%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	1687416	74.6%
1	270277	12.0%
2	105854	4.7%
3	48574	2.1%
4	28665	1.3%

Value	Count	Frequency (%)
58	1	< 0.1%
51	1	< 0.1%
45	1	< 0.1%
42	2	< 0.1%
39	2	< 0.1%

num_actv_bc_tl
Real number (ℝ)

Missing Zeros

Distinct	42
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.676068941

Minimum	0
Maximum	50
Zeros	50061
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	8
Maximum	50
Range	50
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.324646415
Coefficient of variation (CV)	0.6323729105
Kurtosis	4.647915181
Mean	3.676068941
Median Absolute Deviation (MAD)	1
Skewness	1.476436002
Sum	8052032
Variance	5.403980957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
3	458887	20.3%
2	442726	19.6%
4	357154	15.8%
1	256818	11.4%
5	240636	10.6%
6	152238	6.7%
7	91653	4.1%
8	55107	2.4%
0	50061	2.2%
9	33163	1.5%
Other values (32)	51949	2.3%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	50061	2.2%
1	256818	11.4%
2	442726	19.6%
3	458887	20.3%
4	357154	15.8%

Value	Count	Frequency (%)
50	1	< 0.1%
48	2	< 0.1%
47	1	< 0.1%
46	1	< 0.1%
45	1	< 0.1%

num_actv_rev_tl
Real number (ℝ)

Missing

Distinct	57
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.629467693

Minimum	0
Maximum	72
Zeros	11439
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	7
95-th percentile	12
Maximum	72
Range	72
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.382873759
Coefficient of variation (CV)	0.6009224927
Kurtosis	4.996738255
Mean	5.629467693
Median Absolute Deviation (MAD)	2
Skewness	1.573518347
Sum	12330741
Variance	11.44383487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	333303	14.7%
3	308512	13.6%
5	303634	13.4%
6	248257	11.0%
2	213366	9.4%
7	191696	8.5%
8	141199	6.2%
9	102473	4.5%
1	84992	3.8%
10	72350	3.2%
Other values (47)	190610	8.4%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	11439	0.5%
1	84992	3.8%
2	213366	9.4%
3	308512	13.6%
4	333303	14.7%

Value	Count	Frequency (%)
72	1	< 0.1%
63	1	< 0.1%
60	1	< 0.1%
59	3	< 0.1%
57	2	< 0.1%

num_bc_sats
Real number (ℝ)

Missing Zeros

Distinct	60
Distinct (%)	< 0.1%
Missing	58623
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.774183294

Minimum	0
Maximum	71
Zeros	23661
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	10
Maximum	71
Range	71
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.037921424
Coefficient of variation (CV)	0.636322746
Kurtosis	6.767222463
Mean	4.774183294
Median Absolute Deviation (MAD)	2
Skewness	1.749103457
Sum	10513124
Variance	9.228966576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	380903	16.8%
4	359451	15.9%
2	304911	13.5%
5	289607	12.8%
6	215249	9.5%
7	151218	6.7%
1	148636	6.6%
8	103846	4.6%
9	70471	3.1%
10	47462	2.1%
Other values (50)	130324	5.8%
(Missing)	58623	2.6%

Value	Count	Frequency (%)
0	23661	1.0%
1	148636	6.6%
2	304911	13.5%
3	380903	16.8%
4	359451	15.9%

Value	Count	Frequency (%)
71	1	< 0.1%
69	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
61	1	< 0.1%

num_bc_tl
Real number (ℝ)

Missing

Distinct	76
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.726401941

Minimum	0
Maximum	86
Zeros	5701
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	7
Q3	10
95-th percentile	17
Maximum	86
Range	86
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.701430113
Coefficient of variation (CV)	0.6084889382
Kurtosis	3.905674874
Mean	7.726401941
Median Absolute Deviation (MAD)	3
Skewness	1.425565032
Sum	16923849
Variance	22.10344511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	231341	10.2%
6	222963	9.9%
4	222258	9.8%
7	203775	9.0%
3	183556	8.1%
8	180553	8.0%
9	152474	6.7%
10	126591	5.6%
2	120417	5.3%
11	103389	4.6%
Other values (66)	443075	19.6%

Value	Count	Frequency (%)
0	5701	0.3%
1	48219	2.1%
2	120417	5.3%
3	183556	8.1%
4	222258	9.8%

Value	Count	Frequency (%)
86	1	< 0.1%
85	1	< 0.1%
82	1	< 0.1%
79	1	< 0.1%
77	1	< 0.1%

num_il_tl
Real number (ℝ)

Missing Zeros

Distinct	122
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.413438782

Minimum	0
Maximum	159
Zeros	68944
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	11
95-th percentile	23
Maximum	159
Range	159
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.359113771
Coefficient of variation (CV)	0.8746856026
Kurtosis	7.841626515
Mean	8.413438782
Median Absolute Deviation (MAD)	3
Skewness	2.103554166
Sum	18428729
Variance	54.15655549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	190600	8.4%
3	190128	8.4%
5	180396	8.0%
2	173360	7.7%
6	165370	7.3%
7	147949	6.5%
1	133227	5.9%
8	129276	5.7%
9	111342	4.9%
10	96604	4.3%
Other values (112)	672140	29.7%

Value	Count	Frequency (%)
0	68944	3.0%
1	133227	5.9%
2	173360	7.7%
3	190128	8.4%
4	190600	8.4%

Value	Count	Frequency (%)
159	1	< 0.1%
150	1	< 0.1%
140	1	< 0.1%
138	1	< 0.1%
132	1	< 0.1%

num_op_rev_tl
Real number (ℝ)

Missing

Distinct	81
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	8.24652254

Minimum	0
Maximum	91
Zeros	1113
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	5
median	7
Q3	10
95-th percentile	17
Maximum	91
Range	91
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	4.683927892
Coefficient of variation (CV)	0.5679882483
Kurtosis	4.732174134
Mean	8.24652254
Median Absolute Deviation (MAD)	3
Skewness	1.526702877
Sum	18063117
Variance	21.9391805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	236912	10.5%
5	231071	10.2%
7	222688	9.9%
4	201987	8.9%
8	198673	8.8%
9	169770	7.5%
3	145954	6.5%
10	141418	6.3%
11	114837	5.1%
12	92236	4.1%
Other values (71)	434846	19.2%

Value	Count	Frequency (%)
0	1113	< 0.1%
1	18563	0.8%
2	77763	3.4%
3	145954	6.5%
4	201987	8.9%

Value	Count	Frequency (%)
91	3	< 0.1%
86	1	< 0.1%
83	1	< 0.1%
81	1	< 0.1%
79	1	< 0.1%

num_rev_accts
Real number (ℝ)

Missing

Distinct	117
Distinct (%)	< 0.1%
Missing	70310
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	14.00462977

Minimum	0
Maximum	151
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	8
median	12
Q3	18
95-th percentile	29
Maximum	151
Range	151
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.038867538
Coefficient of variation (CV)	0.5740149987
Kurtosis	3.460986383
Mean	14.00462977
Median Absolute Deviation (MAD)	5
Skewness	1.369541362
Sum	30675615
Variance	64.62339129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	132715	5.9%
9	132157	5.8%
8	129674	5.7%
11	129189	5.7%
12	123608	5.5%
7	122058	5.4%
13	116460	5.2%
6	109695	4.9%
14	107620	4.8%
15	99544	4.4%
Other values (107)	987671	43.7%

Value	Count	Frequency (%)
0	1	< 0.1%
1	19	< 0.1%
2	21211	0.9%
3	44334	2.0%
4	69400	3.1%

Value	Count	Frequency (%)
151	1	< 0.1%
143	1	< 0.1%
128	1	< 0.1%
127	2	< 0.1%
119	1	< 0.1%

num_rev_tl_bal_gt_0
Real number (ℝ)

Missing

Distinct	50
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.577950887

Minimum	0
Maximum	65
Zeros	11252
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	5
Q3	7
95-th percentile	12
Maximum	65
Range	65
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.293433856
Coefficient of variation (CV)	0.5904379444
Kurtosis	4.173233011
Mean	5.577950887
Median Absolute Deviation (MAD)	2
Skewness	1.470687356
Sum	12217899
Variance	10.84670656
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	335837	14.9%
3	310629	13.7%
5	306205	13.5%
6	249901	11.1%
2	214144	9.5%
7	192557	8.5%
8	141264	6.2%
9	102127	4.5%
1	84778	3.8%
10	71574	3.2%
Other values (40)	181376	8.0%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	11252	0.5%
1	84778	3.8%
2	214144	9.5%
3	310629	13.7%
4	335837	14.9%

Value	Count	Frequency (%)
65	1	< 0.1%
59	2	< 0.1%
55	1	< 0.1%
47	1	< 0.1%
45	3	< 0.1%

num_sats
Real number (ℝ)

Missing

Distinct	91
Distinct (%)	< 0.1%
Missing	58623
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	11.62812988

Minimum	0
Maximum	101
Zeros	61
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	11
Q3	14
95-th percentile	22
Maximum	101
Range	101
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.644026548
Coefficient of variation (CV)	0.4853769784
Kurtosis	3.421898901
Mean	11.62812988
Median Absolute Deviation (MAD)	3
Skewness	1.314627806
Sum	25606049
Variance	31.85503568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	190842	8.4%
10	185016	8.2%
8	183966	8.1%
11	170664	7.5%
7	168032	7.4%
12	153317	6.8%
6	141290	6.2%
13	133971	5.9%
14	115266	5.1%
5	105440	4.7%
Other values (81)	654274	28.9%

Value	Count	Frequency (%)
0	61	< 0.1%
1	1634	0.1%
2	10216	0.5%
3	30948	1.4%
4	65577	2.9%

Value	Count	Frequency (%)
101	1	< 0.1%
97	1	< 0.1%
94	1	< 0.1%
93	1	< 0.1%
91	1	< 0.1%

num_tl_120dpd_2m
Real number (ℝ)

Missing Skewed Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	153690
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.0006373958181

Minimum	0
Maximum	7
Zeros	2105738
Zeros (%)	93.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.02710643324
Coefficient of variation (CV)	42.52684513
Kurtosis	5541.593233
Mean	0.0006373958181
Median Absolute Deviation (MAD)	0
Skewness	55.80984712
Sum	1343
Variance	0.0007347587232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	2105738	93.1%
1	1219	0.1%
2	46	< 0.1%
3	5	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
4	1	< 0.1%
(Missing)	153690	6.8%

Value	Count	Frequency (%)
0	2105738	93.1%
1	1219	0.1%
2	46	< 0.1%
3	5	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	1	< 0.1%
4	1	< 0.1%
3	5	< 0.1%
2	46	< 0.1%

num_tl_30dpd
Real number (ℝ)

Missing Skewed Zeros

Distinct	5
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.00281365162

Minimum	0
Maximum	4
Zeros	2184561
Zeros (%)	96.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.05616522447
Coefficient of variation (CV)	19.96168398
Kurtosis	622.4309597
Mean	0.00281365162
Median Absolute Deviation (MAD)	0
Skewness	22.51746312
Sum	6163
Variance	0.00315453244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	2184561	96.6%
1	5542	0.2%
2	253	< 0.1%
3	29	< 0.1%
4	7	< 0.1%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	2184561	96.6%
1	5542	0.2%
2	253	< 0.1%
3	29	< 0.1%
4	7	< 0.1%

Value	Count	Frequency (%)
4	7	< 0.1%
3	29	< 0.1%
2	253	< 0.1%
1	5542	0.2%
0	2184561	96.6%

num_tl_90g_dpd_24m
Real number (ℝ)

Missing Zeros

Distinct	34
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.08293766595

Minimum	0
Maximum	58
Zeros	2073060
Zeros (%)	91.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	58
Range	58
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4935732136
Coefficient of variation (CV)	5.951134602
Kurtosis	459.1979059
Mean	0.08293766595
Median Absolute Deviation (MAD)	0
Skewness	14.90157353
Sum	181666
Variance	0.2436145172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	2073060	91.7%
1	88450	3.9%
2	16897	0.7%
3	4672	0.2%
4	2653	0.1%
5	1398	0.1%
6	1018	< 0.1%
7	604	< 0.1%
8	467	< 0.1%
9	340	< 0.1%
Other values (24)	833	< 0.1%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	2073060	91.7%
1	88450	3.9%
2	16897	0.7%
3	4672	0.2%
4	2653	0.1%

Value	Count	Frequency (%)
58	1	< 0.1%
42	1	< 0.1%
39	1	< 0.1%
36	1	< 0.1%
35	1	< 0.1%

num_tl_op_past_12m
Real number (ℝ)

Missing Zeros

Distinct	33
Distinct (%)	< 0.1%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.076755211

Minimum	0
Maximum	32
Zeros	415975
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	32
Range	32
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.830710765
Coefficient of variation (CV)	0.8815245798
Kurtosis	4.69604436
Mean	2.076755211
Median Absolute Deviation (MAD)	1
Skewness	1.503461003
Sum	4548908
Variance	3.351501904
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1	558928	24.7%
2	483541	21.4%
0	415975	18.4%
3	335448	14.8%
4	195095	8.6%
5	97421	4.3%
6	48518	2.1%
7	25934	1.1%
8	13066	0.6%
9	7131	0.3%
Other values (23)	9335	0.4%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	415975	18.4%
1	558928	24.7%
2	483541	21.4%
3	335448	14.8%
4	195095	8.6%

Value	Count	Frequency (%)
32	1	< 0.1%
31	1	< 0.1%
30	2	< 0.1%
29	1	< 0.1%
28	4	< 0.1%

pct_tl_nvr_dlq
Real number (ℝ)

Missing

Distinct	690
Distinct (%)	< 0.1%
Missing	70464
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	94.11457646

Minimum	0
Maximum	100
Zeros	13
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	75
Q1	91.3
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	8.7

Descriptive statistics

Standard deviation	9.036140361
Coefficient of variation (CV)	0.09601212374
Kurtosis	6.854075654
Mean	94.11457646
Median Absolute Deviation (MAD)	0
Skewness	-2.277944445
Sum	206133227.6
Variance	81.65183263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	1106209	48.9%
90	29542	1.3%
95	27840	1.2%
96	24023	1.1%
91.7	23278	1.0%
90.9	23274	1.0%
92.3	22822	1.0%
88.9	22667	1.0%
87.5	22258	1.0%
92.9	22101	1.0%
Other values (680)	866223	38.3%
(Missing)	70464	3.1%

Value	Count	Frequency (%)
0	13	< 0.1%
5	1	< 0.1%
5.9	1	< 0.1%
6.7	1	< 0.1%
7.1	2	< 0.1%

Value	Count	Frequency (%)
100	1106209	48.9%
99.4	2	< 0.1%
99.3	1	< 0.1%
99.2	9	< 0.1%
99.1	15	< 0.1%

percent_bc_gt_75
Real number (ℝ)

Missing Zeros

Distinct	284
Distinct (%)	< 0.1%
Missing	75412
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	42.43512654

Minimum	0
Maximum	100
Zeros	598711
Zeros (%)	26.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	37.5
Q3	71.4
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	71.4

Descriptive statistics

Standard deviation	36.21615733
Coefficient of variation (CV)	0.85344761
Kurtosis	-1.25565792
Mean	42.43512654
Median Absolute Deviation (MAD)	37.5
Skewness	0.3091997107
Sum	92733015.24
Variance	1311.610051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	598711	26.5%
100	372700	16.5%
50	231935	10.3%
33.3	147284	6.5%
66.7	134722	6.0%
25	97801	4.3%
75	76405	3.4%
20	64820	2.9%
40	55574	2.5%
60	47850	2.1%
Other values (274)	357487	15.8%
(Missing)	75412	3.3%

Value	Count	Frequency (%)
0	598711	26.5%
0.14	2	< 0.1%
0.17	1	< 0.1%
0.2	10	< 0.1%
0.25	19	< 0.1%

Value	Count	Frequency (%)
100	372700	16.5%
95.8	1	< 0.1%
95.5	2	< 0.1%
95.2	2	< 0.1%
95	3	< 0.1%

pub_rec_bankruptcies
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	1398
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.1281935181

Minimum	0
Maximum	12
Zeros	1987383
Zeros (%)	87.9%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	12
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3646129975
Coefficient of variation (CV)	2.844238951
Kurtosis	18.65787015
Mean	0.1281935181
Median Absolute Deviation (MAD)	0
Skewness	3.37118635
Sum	289628
Variance	0.1329426379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1987383	87.9%
1	258444	11.4%
2	10518	0.5%
3	2131	0.1%
4	541	< 0.1%
5	188	< 0.1%
6	60	< 0.1%
7	23	< 0.1%
8	10	< 0.1%
9	3	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	1398	0.1%

Value	Count	Frequency (%)
0	1987383	87.9%
1	258444	11.4%
2	10518	0.5%
3	2131	0.1%
4	541	< 0.1%

Value	Count	Frequency (%)
12	1	< 0.1%
11	1	< 0.1%
9	3	< 0.1%
8	10	< 0.1%
7	23	< 0.1%

tax_liens
Real number (ℝ)

Skewed Zeros

Distinct	42
Distinct (%)	< 0.1%
Missing	138
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.04677109198

Minimum	0
Maximum	85
Zeros	2195933
Zeros (%)	97.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	85
Range	85
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.377533821
Coefficient of variation (CV)	8.071947971
Kurtosis	3476.326736
Mean	0.04677109198
Median Absolute Deviation (MAD)	0
Skewness	32.07091145
Sum	105729
Variance	0.142531786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	2195933	97.1%
1	43638	1.9%
2	12172	0.5%
3	4456	0.2%
4	2007	0.1%
5	1026	< 0.1%
6	557	< 0.1%
7	265	< 0.1%
8	160	< 0.1%
9	103	< 0.1%
Other values (32)	246	< 0.1%
(Missing)	138	< 0.1%

Value	Count	Frequency (%)
0	2195933	97.1%
1	43638	1.9%
2	12172	0.5%
3	4456	0.2%
4	2007	0.1%

Value	Count	Frequency (%)
85	1	< 0.1%
63	1	< 0.1%
61	2	< 0.1%
53	1	< 0.1%
52	1	< 0.1%

tot_hi_cred_lim
Real number (ℝ)

Missing

Distinct	529972
Distinct (%)	24.2%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	178242.7537

Minimum	0
Maximum	9999999
Zeros	70
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	18830
Q1	50731
median	114298.5
Q3	257755
95-th percentile	510883.8
Maximum	9999999
Range	9999999
Interquartile range (IQR)	207024

Descriptive statistics

Standard deviation	181574.8147
Coefficient of variation (CV)	1.018693949
Kurtosis	84.33085943
Mean	178242.7537
Median Absolute Deviation (MAD)	79017.5
Skewness	3.829997886
Sum	3.904215019 × 10¹¹
Variance	3.296941332 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12500	716	< 0.1%
15000	712	< 0.1%
15500	697	< 0.1%
19000	696	< 0.1%
13500	690	< 0.1%
16500	690	< 0.1%
16000	690	< 0.1%
11000	686	< 0.1%
14000	684	< 0.1%
13000	684	< 0.1%
Other values (529962)	2183447	96.6%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	70	< 0.1%
100	1	< 0.1%
119	1	< 0.1%
154	1	< 0.1%
200	16	< 0.1%

Value	Count	Frequency (%)
9999999	14	< 0.1%
9792792	1	< 0.1%
9375662	1	< 0.1%
8700253	1	< 0.1%
8592561	1	< 0.1%

total_bal_ex_mort
Real number (ℝ)

Missing

Distinct	212777
Distinct (%)	9.6%
Missing	50063
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	51022.93846

Minimum	0
Maximum	3408095
Zeros	1584
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	6556.85
Q1	20892
median	37864
Q3	64350
95-th percentile	138768.15
Maximum	3408095
Range	3408095
Interquartile range (IQR)	43458

Descriptive statistics

Standard deviation	49911.23567
Coefficient of variation (CV)	0.9782117058
Kurtosis	65.58390119
Mean	51022.93846
Median Absolute Deviation (MAD)	19944
Skewness	4.236560408
Sum	1.127932466 × 10¹¹
Variance	2491131446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1584	0.1%
23068	59	< 0.1%
24214	57	< 0.1%
20275	57	< 0.1%
19095	56	< 0.1%
20346	56	< 0.1%
25529	55	< 0.1%
22831	55	< 0.1%
20317	55	< 0.1%
23915	54	< 0.1%
Other values (212767)	2208550	97.7%
(Missing)	50063	2.2%

Value	Count	Frequency (%)
0	1584	0.1%
1	23	< 0.1%
2	23	< 0.1%
3	27	< 0.1%
4	14	< 0.1%

Value	Count	Frequency (%)
3408095	1	< 0.1%
2921551	1	< 0.1%
2698600	1	< 0.1%
2688920	1	< 0.1%
2652799	1	< 0.1%

total_bc_limit
Real number (ℝ)

Missing Zeros

Distinct	20309
Distinct (%)	0.9%
Missing	50063
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	23193.76817

Minimum	0
Maximum	1569000
Zeros	25349
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2300
Q1	8300
median	16300
Q3	30300
95-th percentile	67300
Maximum	1569000
Range	1569000
Interquartile range (IQR)	22000

Descriptive statistics

Standard deviation	23006.55824
Coefficient of variation (CV)	0.9919284381
Kurtosis	29.91804426
Mean	23193.76817
Median Absolute Deviation (MAD)	9600
Skewness	2.990081245
Sum	5.127302529 × 10¹⁰
Variance	529301722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25349	1.1%
5000	16941	0.7%
6000	15110	0.7%
10000	14744	0.7%
7000	14383	0.6%
8000	14055	0.6%
4000	13985	0.6%
3000	13939	0.6%
7500	13427	0.6%
9000	13175	0.6%
Other values (20299)	2055530	90.9%
(Missing)	50063	2.2%

Value	Count	Frequency (%)
0	25349	1.1%
100	17	< 0.1%
200	260	< 0.1%
250	4	< 0.1%
251	1	< 0.1%

Value	Count	Frequency (%)
1569000	1	< 0.1%
1105500	1	< 0.1%
1090700	1	< 0.1%
834300	1	< 0.1%
760000	1	< 0.1%

total_il_high_credit_limit
Real number (ℝ)

Missing Zeros

Distinct	194137
Distinct (%)	8.9%
Missing	70309
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	43732.01348

Minimum	0
Maximum	2118996
Zeros	263497
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15000
median	32696
Q3	58804.25
95-th percentile	125348.45
Maximum	2118996
Range	2118996
Interquartile range (IQR)	43804.25

Descriptive statistics

Standard deviation	45072.98219
Coefficient of variation (CV)	1.03066332
Kurtosis	28.28428368
Mean	43732.01348
Median Absolute Deviation (MAD)	20696
Skewness	3.101032113
Sum	9.579025246 × 10¹⁰
Variance	2031573724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	263497	11.7%
10000	13338	0.6%
15000	10273	0.5%
20000	8412	0.4%
5000	8160	0.4%
12000	6496	0.3%
25000	6200	0.3%
6000	5494	0.2%
8000	5136	0.2%
7000	3481	0.2%
Other values (194127)	1859905	82.3%
(Missing)	70309	3.1%

Value	Count	Frequency (%)
0	263497	11.7%
36	1	< 0.1%
44	1	< 0.1%
59	1	< 0.1%
75	1	< 0.1%

Value	Count	Frequency (%)
2118996	1	< 0.1%
2101913	1	< 0.1%
2000000	1	< 0.1%
1840000	1	< 0.1%
1736064	1	< 0.1%

revol_bal_joint
Real number (ℝ)

Missing

Distinct	56875
Distinct (%)	52.7%
Missing	2152681
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	33617.27885

Minimum	0
Maximum	1110019
Zeros	106
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	5358
Q1	15106.75
median	26516.5
Q3	43769
95-th percentile	85002.05
Maximum	1110019
Range	1110019
Interquartile range (IQR)	28662.25

Descriptive statistics

Standard deviation	28153.87431
Coefficient of variation (CV)	0.8374822495
Kurtosis	32.57097407
Mean	33617.27885
Median Absolute Deviation (MAD)	13296
Skewness	3.024207091
Sum	3631338461
Variance	792640638.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	106	< 0.1%
20804	10	< 0.1%
26505	9	< 0.1%
22263	9	< 0.1%
12149	9	< 0.1%
19973	9	< 0.1%
20811	9	< 0.1%
10041	9	< 0.1%
21072	9	< 0.1%
15424	9	< 0.1%
Other values (56865)	107832	4.8%
(Missing)	2152681	95.2%

Value	Count	Frequency (%)
0	106	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%

Value	Count	Frequency (%)
1110019	1	< 0.1%
517755	1	< 0.1%
476826	1	< 0.1%
426860	1	< 0.1%
412216	1	< 0.1%

sec_app_fico_range_low
Real number (ℝ)

Missing

Distinct	62
Distinct (%)	0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	669.7556031

Minimum	540
Maximum	845
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	540
5-th percentile	595
Q1	645
median	670
Q3	695
95-th percentile	745
Maximum	845
Range	305
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	44.72916274
Coefficient of variation (CV)	0.0667843054
Kurtosis	0.5865937386
Mean	669.7556031
Median Absolute Deviation (MAD)	25
Skewness	0.06325630177
Sum	72347670
Variance	2000.698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
670	6015	0.3%
665	5759	0.3%
660	5708	0.3%
675	5499	0.2%
680	5255	0.2%
655	5107	0.2%
650	4832	0.2%
690	4757	0.2%
685	4618	0.2%
695	4305	0.2%
Other values (52)	56166	2.5%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
540	262	< 0.1%
545	259	< 0.1%
550	300	< 0.1%
555	356	< 0.1%
560	381	< 0.1%

Value	Count	Frequency (%)
845	3	< 0.1%
840	9	< 0.1%
835	10	< 0.1%
830	24	< 0.1%
825	41	< 0.1%

sec_app_fico_range_high
Real number (ℝ)

Missing

Distinct	62
Distinct (%)	0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	673.7556308

Minimum	544
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	544
5-th percentile	599
Q1	649
median	674
Q3	699
95-th percentile	749
Maximum	850
Range	306
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	44.72927186
Coefficient of variation (CV)	0.06638797483
Kurtosis	0.586709236
Mean	673.7556308
Median Absolute Deviation (MAD)	25
Skewness	0.06328273252
Sum	72779757
Variance	2000.707761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
674	6015	0.3%
669	5759	0.3%
664	5708	0.3%
679	5499	0.2%
684	5255	0.2%
659	5107	0.2%
654	4832	0.2%
694	4757	0.2%
689	4618	0.2%
699	4305	0.2%
Other values (52)	56166	2.5%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
544	262	< 0.1%
549	259	< 0.1%
554	300	< 0.1%
559	356	< 0.1%
564	381	< 0.1%

Value	Count	Frequency (%)
850	3	< 0.1%
844	9	< 0.1%
839	10	< 0.1%
834	24	< 0.1%
829	41	< 0.1%

sec_app_earliest_cr_line
Text

Missing

Distinct	663
Distinct (%)	0.6%
Missing	2152680
Missing (%)	95.2%
Memory size	71.6 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	864168
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	48 ?
Unique (%)	< 0.1%

Sample

1st row	Feb-2005
2nd row	Oct-1987
3rd row	Feb-2013
4th row	Mar-2003
5th row	May-2016

Value	Count	Frequency (%)
aug-2006	998	0.9%
sep-2006	894	0.8%
aug-2005	894	0.8%
sep-2005	889	0.8%
sep-2004	848	0.8%
aug-2004	822	0.8%
oct-2005	816	0.8%
aug-2007	804	0.7%
jul-2006	768	0.7%
nov-2005	751	0.7%
Other values (653)	99537	92.1%

Most occurring characters

Value	Count	Frequency (%)
0	148666	17.2%
-	108021	12.5%
2	87486	10.1%
9	61509	7.1%
1	55515	6.4%
u	28692	3.3%
e	26988	3.1%
J	25033	2.9%
a	24779	2.9%
A	19386	2.2%
Other values (23)	278093	32.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	864168	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	148666	17.2%
-	108021	12.5%
2	87486	10.1%
9	61509	7.1%
1	55515	6.4%
u	28692	3.3%
e	26988	3.1%
J	25033	2.9%
a	24779	2.9%
A	19386	2.2%
Other values (23)	278093	32.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	864168	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	148666	17.2%
-	108021	12.5%
2	87486	10.1%
9	61509	7.1%
1	55515	6.4%
u	28692	3.3%
e	26988	3.1%
J	25033	2.9%
a	24779	2.9%
A	19386	2.2%
Other values (23)	278093	32.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	864168	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	148666	17.2%
-	108021	12.5%
2	87486	10.1%
9	61509	7.1%
1	55515	6.4%
u	28692	3.3%
e	26988	3.1%
J	25033	2.9%
a	24779	2.9%
A	19386	2.2%
Other values (23)	278093	32.2%

sec_app_inq_last_6mths
Real number (ℝ)

Missing Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.6332564964

Minimum	0
Maximum	6
Zeros	65252
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9934011556
Coefficient of variation (CV)	1.56871846
Kurtosis	5.007834225
Mean	0.6332564964
Median Absolute Deviation (MAD)	0
Skewness	2.04610811
Sum	68405
Variance	0.986845856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	65252	2.9%
1	26964	1.2%
2	9698	0.4%
3	3643	0.2%
4	1509	0.1%
5	650	< 0.1%
6	305	< 0.1%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	65252	2.9%
1	26964	1.2%
2	9698	0.4%
3	3643	0.2%
4	1509	0.1%

Value	Count	Frequency (%)
6	305	< 0.1%
5	650	< 0.1%
4	1509	0.1%
3	3643	0.2%
2	9698	0.4%

sec_app_mort_acc
Real number (ℝ)

Missing Zeros

Distinct	23
Distinct (%)	< 0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.538997047

Minimum	0
Maximum	27
Zeros	42218
Zeros (%)	1.9%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	27
Range	27
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.760568571
Coefficient of variation (CV)	1.143971377
Kurtosis	3.510018466
Mean	1.538997047
Median Absolute Deviation (MAD)	1
Skewness	1.451643251
Sum	166244
Variance	3.099601694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	42218	1.9%
1	21072	0.9%
2	17790	0.8%
3	12141	0.5%
4	7379	0.3%
5	3926	0.2%
6	1939	0.1%
7	851	< 0.1%
8	373	< 0.1%
9	165	< 0.1%
Other values (13)	167	< 0.1%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	42218	1.9%
1	21072	0.9%
2	17790	0.8%
3	12141	0.5%
4	7379	0.3%

Value	Count	Frequency (%)
27	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	1	< 0.1%
18	2	< 0.1%

sec_app_open_acc
Real number (ℝ)

Missing

Distinct	67
Distinct (%)	0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	11.46945501

Minimum	0
Maximum	82
Zeros	95
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	10
Q3	15
95-th percentile	24
Maximum	82
Range	82
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.627271136
Coefficient of variation (CV)	0.5778191839
Kurtosis	2.577122093
Mean	11.46945501
Median Absolute Deviation (MAD)	4
Skewness	1.187173558
Sum	1238942
Variance	43.92072271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	7711	0.3%
8	7690	0.3%
7	7336	0.3%
10	7297	0.3%
11	6786	0.3%
6	6640	0.3%
12	6331	0.3%
5	5889	0.3%
13	5623	0.2%
14	5030	0.2%
Other values (57)	41688	1.8%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	95	< 0.1%
1	1499	0.1%
2	2553	0.1%
3	3740	0.2%
4	4812	0.2%

Value	Count	Frequency (%)
82	1	< 0.1%
73	1	< 0.1%
67	1	< 0.1%
66	1	< 0.1%
65	1	< 0.1%

sec_app_revol_util
Real number (ℝ)

Missing

Distinct	1216
Distinct (%)	1.1%
Missing	2154517
Missing (%)	95.3%
Infinite	0
Infinite (%)	0.0%
Mean	58.16910081

Minimum	0
Maximum	434.3
Zeros	1182
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	12.4
Q1	39.8
median	60.2
Q3	78.6
95-th percentile	95.9
Maximum	434.3
Range	434.3
Interquartile range (IQR)	38.8

Descriptive statistics

Standard deviation	25.54821161
Coefficient of variation (CV)	0.4392058887
Kurtosis	-0.1960062169
Mean	58.16910081
Median Absolute Deviation (MAD)	19.3
Skewness	-0.2564452211
Sum	6176627.8
Variance	652.7111167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1182	0.1%
59.4	180	< 0.1%
62.4	179	< 0.1%
67.2	174	< 0.1%
70.1	173	< 0.1%
77.9	172	< 0.1%
68.8	170	< 0.1%
73.5	170	< 0.1%
70.7	170	< 0.1%
69.8	168	< 0.1%
Other values (1206)	103446	4.6%
(Missing)	2154517	95.3%

Value	Count	Frequency (%)
0	1182	0.1%
0.1	58	< 0.1%
0.2	36	< 0.1%
0.3	42	< 0.1%
0.4	33	< 0.1%

Value	Count	Frequency (%)
434.3	1	< 0.1%
235.3	1	< 0.1%
212.6	1	< 0.1%
191	1	< 0.1%
184.2	1	< 0.1%

sec_app_open_act_il
Real number (ℝ)

Missing

Distinct	40
Distinct (%)	< 0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.010553503

Minimum	0
Maximum	43
Zeros	14376
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	9
Maximum	43
Range	43
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.275893064
Coefficient of variation (CV)	1.088136471
Kurtosis	11.81614557
Mean	3.010553503
Median Absolute Deviation (MAD)	1
Skewness	2.800302479
Sum	325203
Variance	10.73147537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1	24089	1.1%
2	23099	1.0%
3	16430	0.7%
0	14376	0.6%
4	9942	0.4%
5	5905	0.3%
6	3593	0.2%
7	2361	0.1%
8	1684	0.1%
9	1307	0.1%
Other values (30)	5235	0.2%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	14376	0.6%
1	24089	1.1%
2	23099	1.0%
3	16430	0.7%
4	9942	0.4%

Value	Count	Frequency (%)
43	1	< 0.1%
39	4	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
35	1	< 0.1%

sec_app_num_rev_accts
Real number (ℝ)

Missing

Distinct	86
Distinct (%)	0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	12.53307227

Minimum	0
Maximum	106
Zeros	580
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	7
median	11
Q3	17
95-th percentile	28
Maximum	106
Range	106
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	8.150963551
Coefficient of variation (CV)	0.650356383
Kurtosis	3.823558297
Mean	12.53307227
Median Absolute Deviation (MAD)	5
Skewness	1.429661781
Sum	1353835
Variance	66.43820681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	6639	0.3%
9	6543	0.3%
7	6473	0.3%
10	6282	0.3%
6	6221	0.3%
11	5880	0.3%
5	5619	0.2%
12	5569	0.2%
13	5178	0.2%
4	4922	0.2%
Other values (76)	48695	2.2%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	580	< 0.1%
1	1741	0.1%
2	2730	0.1%
3	3822	0.2%
4	4922	0.2%

Value	Count	Frequency (%)
106	1	< 0.1%
96	1	< 0.1%
95	1	< 0.1%
92	1	< 0.1%
90	1	< 0.1%

sec_app_chargeoff_within_12_mths
Real number (ℝ)

Missing Skewed Zeros

Distinct	22
Distinct (%)	< 0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.0463520982

Minimum	0
Maximum	21
Zeros	105117
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	21
Range	21
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4114960112
Coefficient of variation (CV)	8.877613467
Kurtosis	640.9638779
Mean	0.0463520982
Median Absolute Deviation (MAD)	0
Skewness	20.27699345
Sum	5007
Variance	0.1693289673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	105117	4.6%
1	2073	0.1%
2	429	< 0.1%
3	146	< 0.1%
4	90	< 0.1%
5	57	< 0.1%
6	30	< 0.1%
7	20	< 0.1%
10	14	< 0.1%
8	12	< 0.1%
Other values (12)	33	< 0.1%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	105117	4.6%
1	2073	0.1%
2	429	< 0.1%
3	146	< 0.1%
4	90	< 0.1%

Value	Count	Frequency (%)
21	2	< 0.1%
20	2	< 0.1%
19	1	< 0.1%
18	2	< 0.1%
17	2	< 0.1%

sec_app_collections_12_mths_ex_med
Real number (ℝ)

Missing Zeros

Distinct	18
Distinct (%)	< 0.1%
Missing	2152680
Missing (%)	95.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.07756825062

Minimum	0
Maximum	23
Zeros	101793
Zeros (%)	4.5%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4079956247
Coefficient of variation (CV)	5.25982759
Kurtosis	362.2128631
Mean	0.07756825062
Median Absolute Deviation (MAD)	0
Skewness	13.30092154
Sum	8379
Variance	0.1664604298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	101793	4.5%
1	5039	0.2%
2	799	< 0.1%
3	204	< 0.1%
4	79	< 0.1%
5	31	< 0.1%
6	25	< 0.1%
8	15	< 0.1%
10	11	< 0.1%
7	7	< 0.1%
Other values (8)	18	< 0.1%
(Missing)	2152680	95.2%

Value	Count	Frequency (%)
0	101793	4.5%
1	5039	0.2%
2	799	< 0.1%
3	204	< 0.1%
4	79	< 0.1%

Value	Count	Frequency (%)
23	1	< 0.1%
19	1	< 0.1%
18	1	< 0.1%
16	1	< 0.1%
15	2	< 0.1%

sec_app_mths_since_last_major_derog
Real number (ℝ)

Missing

Distinct	140
Distinct (%)	0.4%
Missing	2224759
Missing (%)	98.4%
Infinite	0
Infinite (%)	0.0%
Mean	36.93792777

Minimum	0
Maximum	185
Zeros	399
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	16
median	36
Q3	56
95-th percentile	76
Maximum	185
Range	185
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	23.92458363
Coefficient of variation (CV)	0.6476969629
Kurtosis	-0.7008442253
Mean	36.93792777
Median Absolute Deviation (MAD)	20
Skewness	0.28522913
Sum	1327623
Variance	572.385702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1104	< 0.1%
2	633	< 0.1%
8	575	< 0.1%
5	552	< 0.1%
13	523	< 0.1%
9	522	< 0.1%
4	509	< 0.1%
15	509	< 0.1%
43	507	< 0.1%
14	504	< 0.1%
Other values (130)	30004	1.3%
(Missing)	2224759	98.4%

Value	Count	Frequency (%)
0	399	< 0.1%
1	1104	< 0.1%
2	633	< 0.1%
3	484	< 0.1%
4	509	< 0.1%

Value	Count	Frequency (%)
185	1	< 0.1%
159	1	< 0.1%
153	1	< 0.1%
147	1	< 0.1%
143	1	< 0.1%

hardship_flag
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	107.8 MiB

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2260668
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Value	Count	Frequency (%)
n	2259836	> 99.9%
y	832	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
N	2259836	> 99.9%
Y	832	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	2259836	> 99.9%
Y	832	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	2259836	> 99.9%
Y	832	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	2259836	> 99.9%
Y	832	< 0.1%

hardship_type
Text

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	2249784
Missing (%)	99.5%
Memory size	69.5 MiB

Length

Max length	31
Median length	31
Mean length	31
Min length	31

Characters and Unicode

Total characters	338427
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INTEREST ONLY-3 MONTHS DEFERRAL
2nd row	INTEREST ONLY-3 MONTHS DEFERRAL
3rd row	INTEREST ONLY-3 MONTHS DEFERRAL
4th row	INTEREST ONLY-3 MONTHS DEFERRAL
5th row	INTEREST ONLY-3 MONTHS DEFERRAL

Value	Count	Frequency (%)
interest	10917	25.0%
only-3	10917	25.0%
months	10917	25.0%
deferral	10917	25.0%

Most occurring characters

Value	Count	Frequency (%)
E	43668	12.9%
T	32751	9.7%
R	32751	9.7%
	32751	9.7%
N	32751	9.7%
L	21834	6.5%
S	21834	6.5%
O	21834	6.5%
M	10917	3.2%
F	10917	3.2%
Other values (7)	76419	22.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	338427	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	43668	12.9%
T	32751	9.7%
R	32751	9.7%
	32751	9.7%
N	32751	9.7%
L	21834	6.5%
S	21834	6.5%
O	21834	6.5%
M	10917	3.2%
F	10917	3.2%
Other values (7)	76419	22.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	338427	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	43668	12.9%
T	32751	9.7%
R	32751	9.7%
	32751	9.7%
N	32751	9.7%
L	21834	6.5%
S	21834	6.5%
O	21834	6.5%
M	10917	3.2%
F	10917	3.2%
Other values (7)	76419	22.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	338427	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	43668	12.9%
T	32751	9.7%
R	32751	9.7%
	32751	9.7%
N	32751	9.7%
L	21834	6.5%
S	21834	6.5%
O	21834	6.5%
M	10917	3.2%
F	10917	3.2%
Other values (7)	76419	22.6%

hardship_reason
Text

Missing

Distinct	9
Distinct (%)	0.1%
Missing	2249784
Missing (%)	99.5%
Memory size	69.3 MiB

Length

Max length	21
Median length	16
Mean length	14.92497939
Min length	7

Characters and Unicode

Total characters	162936
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NATURAL_DISASTER
2nd row	NATURAL_DISASTER
3rd row	NATURAL_DISASTER
4th row	DIVORCE
5th row	NATURAL_DISASTER

Value	Count	Frequency (%)
natural_disaster	2965	27.2%
excessive_obligations	2155	19.7%
unemployment	1923	17.6%
income_curtailment	1321	12.1%
medical	1294	11.9%
reduced_hours	662	6.1%
divorce	225	2.1%
family_death	214	2.0%
disability	158	1.4%

Most occurring characters

Value	Count	Frequency (%)
E	18975	11.6%
I	14279	8.8%
A	14251	8.7%
S	13215	8.1%
T	13022	8.0%
N	11608	7.1%
L	10030	6.2%
R	8800	5.4%
O	8441	5.2%
M	7996	4.9%
Other values (12)	42319	26.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	162936	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	18975	11.6%
I	14279	8.8%
A	14251	8.7%
S	13215	8.1%
T	13022	8.0%
N	11608	7.1%
L	10030	6.2%
R	8800	5.4%
O	8441	5.2%
M	7996	4.9%
Other values (12)	42319	26.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	162936	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	18975	11.6%
I	14279	8.8%
A	14251	8.7%
S	13215	8.1%
T	13022	8.0%
N	11608	7.1%
L	10030	6.2%
R	8800	5.4%
O	8441	5.2%
M	7996	4.9%
Other values (12)	42319	26.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	162936	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	18975	11.6%
I	14279	8.8%
A	14251	8.7%
S	13215	8.1%
T	13022	8.0%
N	11608	7.1%
L	10030	6.2%
R	8800	5.4%
O	8441	5.2%
M	7996	4.9%
Other values (12)	42319	26.0%

hardship_status
Text

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	2249784
Missing (%)	99.5%
Memory size	69.3 MiB

Length

Max length	9
Median length	9
Mean length	8.148667216
Min length	6

Characters and Unicode

Total characters	88959
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BROKEN
2nd row	COMPLETED
3rd row	COMPLETED
4th row	COMPLETED
5th row	COMPLETED

Value	Count	Frequency (%)
completed	7819	71.6%
broken	2266	20.8%
active	832	7.6%

Most occurring characters

Value	Count	Frequency (%)
E	18736	21.1%
O	10085	11.3%
C	8651	9.7%
T	8651	9.7%
M	7819	8.8%
P	7819	8.8%
L	7819	8.8%
D	7819	8.8%
B	2266	2.5%
R	2266	2.5%
Other values (5)	7028	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	88959	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	18736	21.1%
O	10085	11.3%
C	8651	9.7%
T	8651	9.7%
M	7819	8.8%
P	7819	8.8%
L	7819	8.8%
D	7819	8.8%
B	2266	2.5%
R	2266	2.5%
Other values (5)	7028	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	88959	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	18736	21.1%
O	10085	11.3%
C	8651	9.7%
T	8651	9.7%
M	7819	8.8%
P	7819	8.8%
L	7819	8.8%
D	7819	8.8%
B	2266	2.5%
R	2266	2.5%
Other values (5)	7028	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	88959	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	18736	21.1%
O	10085	11.3%
C	8651	9.7%
T	8651	9.7%
M	7819	8.8%
P	7819	8.8%
L	7819	8.8%
D	7819	8.8%
B	2266	2.5%
R	2266	2.5%
Other values (5)	7028	7.9%

deferral_term
Real number (ℝ)

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	2249784
Missing (%)	99.5%
Infinite	0
Infinite (%)	0.0%
Mean	3

Minimum	3
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	3
median	3
Q3	3
95-th percentile	3
Maximum	3
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	3
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	32751
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
3	10917	0.5%
(Missing)	2249784	99.5%

Value	Count	Frequency (%)
3	10917	0.5%

Value	Count	Frequency (%)
3	10917	0.5%

hardship_amount
Real number (ℝ)

Missing

Distinct	9162
Distinct (%)	83.9%
Missing	2249784
Missing (%)	99.5%
Infinite	0
Infinite (%)	0.0%
Mean	155.0459806

Minimum	0.64
Maximum	943.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0.64
5-th percentile	21.068
Q1	59.44
median	119.14
Q3	213.26
95-th percentile	411.056
Maximum	943.94
Range	943.3
Interquartile range (IQR)	153.82

Descriptive statistics

Standard deviation	129.0405941
Coefficient of variation (CV)	0.8322730688
Kurtosis	3.256810044
Mean	155.0459806
Median Absolute Deviation (MAD)	69.06
Skewness	1.59871819
Sum	1692636.97
Variance	16651.47492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
132.33	5	< 0.1%
48.56	5	< 0.1%
53.05	5	< 0.1%
94.59	5	< 0.1%
69.9	5	< 0.1%
58	4	< 0.1%
45.06	4	< 0.1%
156.37	4	< 0.1%
75.36	4	< 0.1%
150.88	4	< 0.1%
Other values (9152)	10872	0.5%
(Missing)	2249784	99.5%

Value	Count	Frequency (%)
0.64	1	< 0.1%
1.47	1	< 0.1%
1.61	1	< 0.1%
2.02	1	< 0.1%
2.15	1	< 0.1%

Value	Count	Frequency (%)
943.94	1	< 0.1%
923.4	1	< 0.1%
893.63	1	< 0.1%
893.05	1	< 0.1%
845.22	1	< 0.1%

hardship_start_date
Text

Missing

Distinct	27
Distinct (%)	0.2%
Missing	2249784
Missing (%)	99.5%
Memory size	69.3 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	87336
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sep-2017
2nd row	Sep-2017
3rd row	Sep-2017
4th row	Jul-2017
5th row	Sep-2018

Value	Count	Frequency (%)
sep-2017	2444	22.4%
oct-2017	1077	9.9%
oct-2018	594	5.4%
nov-2017	466	4.3%
aug-2018	463	4.2%
jan-2019	431	3.9%
sep-2018	422	3.9%
nov-2018	420	3.8%
jun-2017	400	3.7%
may-2017	373	3.4%
Other values (17)	3827	35.1%

Most occurring characters

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5779	6.6%
e	4114	4.7%
8	4106	4.7%
p	3080	3.5%
S	2866	3.3%
c	2369	2.7%
Other values (19)	21354	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5779	6.6%
e	4114	4.7%
8	4106	4.7%
p	3080	3.5%
S	2866	3.3%
c	2369	2.7%
Other values (19)	21354	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5779	6.6%
e	4114	4.7%
8	4106	4.7%
p	3080	3.5%
S	2866	3.3%
c	2369	2.7%
Other values (19)	21354	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5779	6.6%
e	4114	4.7%
8	4106	4.7%
p	3080	3.5%
S	2866	3.3%
c	2369	2.7%
Other values (19)	21354	24.5%

hardship_end_date
Text

Missing

Distinct	28
Distinct (%)	0.3%
Missing	2249784
Missing (%)	99.5%
Memory size	69.3 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	87336
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dec-2017
2nd row	Nov-2017
3rd row	Dec-2017
4th row	Oct-2017
5th row	Dec-2018

Value	Count	Frequency (%)
dec-2017	1756	16.1%
nov-2017	1325	12.1%
jan-2018	749	6.9%
jan-2019	517	4.7%
dec-2018	509	4.7%
mar-2019	468	4.3%
nov-2018	413	3.8%
feb-2018	401	3.7%
oct-2018	397	3.6%
oct-2017	396	3.6%
Other values (18)	3986	36.5%

Most occurring characters

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	4481	5.1%
8	4360	5.0%
e	3700	4.2%
c	3058	3.5%
a	2650	3.0%
D	2265	2.6%
Other values (19)	23154	26.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	4481	5.1%
8	4360	5.0%
e	3700	4.2%
c	3058	3.5%
a	2650	3.0%
D	2265	2.6%
Other values (19)	23154	26.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	4481	5.1%
8	4360	5.0%
e	3700	4.2%
c	3058	3.5%
a	2650	3.0%
D	2265	2.6%
Other values (19)	23154	26.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	4481	5.1%
8	4360	5.0%
e	3700	4.2%
c	3058	3.5%
a	2650	3.0%
D	2265	2.6%
Other values (19)	23154	26.5%

payment_plan_start_date
Text

Missing

Distinct	27
Distinct (%)	0.2%
Missing	2249784
Missing (%)	99.5%
Memory size	69.3 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	87336
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Oct-2017
2nd row	Sep-2017
3rd row	Sep-2017
4th row	Aug-2017
5th row	Sep-2018

Value	Count	Frequency (%)
sep-2017	1715	15.7%
oct-2017	1629	14.9%
nov-2017	640	5.9%
oct-2018	538	4.9%
nov-2018	481	4.4%
aug-2018	456	4.2%
sep-2018	416	3.8%
dec-2017	413	3.8%
jun-2017	394	3.6%
feb-2019	387	3.5%
Other values (17)	3848	35.2%

Most occurring characters

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5670	6.5%
8	4086	4.7%
e	3626	4.2%
c	2959	3.4%
p	2458	2.8%
O	2167	2.5%
Other values (19)	22702	26.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5670	6.5%
8	4086	4.7%
e	3626	4.2%
c	2959	3.4%
p	2458	2.8%
O	2167	2.5%
Other values (19)	22702	26.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5670	6.5%
8	4086	4.7%
e	3626	4.2%
c	2959	3.4%
p	2458	2.8%
O	2167	2.5%
Other values (19)	22702	26.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	87336	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	10917	12.5%
2	10917	12.5%
0	10917	12.5%
1	10917	12.5%
7	5670	6.5%
8	4086	4.7%
e	3626	4.2%
c	2959	3.4%
p	2458	2.8%
O	2167	2.5%
Other values (19)	22702	26.0%

hardship_length
Real number (ℝ)

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	2249784
Missing (%)	99.5%
Infinite	0
Infinite (%)	0.0%
Mean	3

Minimum	3
Maximum	3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	3
5-th percentile	3
Q1	3
median	3
Q3	3
95-th percentile	3
Maximum	3
Range	0
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	3
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	32751
Variance	0
Monotonicity	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
3	10917	0.5%
(Missing)	2249784	99.5%

Value	Count	Frequency (%)
3	10917	0.5%

Value	Count	Frequency (%)
3	10917	0.5%

hardship_dpd
Real number (ℝ)

Missing

Distinct	34
Distinct (%)	0.3%
Missing	2249784
Missing (%)	99.5%
Infinite	0
Infinite (%)	0.0%
Mean	13.74388568

Minimum	0
Maximum	37
Zeros	2402
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	15
Q3	22
95-th percentile	28
Maximum	37
Range	37
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	9.671178203
Coefficient of variation (CV)	0.7036713216
Kurtosis	-1.298887335
Mean	13.74388568
Median Absolute Deviation (MAD)	8
Skewness	-0.132871902
Sum	150042
Variance	93.53168783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	2402	0.1%
26	425	< 0.1%
23	423	< 0.1%
25	419	< 0.1%
20	394	< 0.1%
16	386	< 0.1%
11	381	< 0.1%
22	375	< 0.1%
17	372	< 0.1%
27	363	< 0.1%
Other values (24)	4977	0.2%
(Missing)	2249784	99.5%

Value	Count	Frequency (%)
0	2402	0.1%
1	47	< 0.1%
2	53	< 0.1%
3	67	< 0.1%
4	84	< 0.1%

Value	Count	Frequency (%)
37	1	< 0.1%
32	4	< 0.1%
31	2	< 0.1%
30	29	< 0.1%
29	268	< 0.1%

hardship_loan_status
Text

Missing

Distinct	5
Distinct (%)	< 0.1%
Missing	2249784
Missing (%)	99.5%
Memory size	69.3 MiB

Length

Max length	18
Median length	17
Mean length	13.95630668
Min length	6

Characters and Unicode

Total characters	152361
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Late (16-30 days)
2nd row	Current
3rd row	Late (16-30 days)
4th row	Late (16-30 days)
5th row	Current

Value	Count	Frequency (%)
late	5221	19.2%
days	5221	19.2%
16-30	4770	17.5%
in	2912	10.7%
grace	2912	10.7%
period	2912	10.7%
current	2769	10.2%
31-120	451	1.7%
issued	15	0.1%

Most occurring characters

Value	Count	Frequency (%)
	16266	10.7%
e	13829	9.1%
a	13354	8.8%
r	11362	7.5%
d	8148	5.3%
t	7990	5.2%
n	5681	3.7%
1	5672	3.7%
s	5251	3.4%
)	5221	3.4%
Other values (16)	59587	39.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	152361	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	16266	10.7%
e	13829	9.1%
a	13354	8.8%
r	11362	7.5%
d	8148	5.3%
t	7990	5.2%
n	5681	3.7%
1	5672	3.7%
s	5251	3.4%
)	5221	3.4%
Other values (16)	59587	39.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	152361	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	16266	10.7%
e	13829	9.1%
a	13354	8.8%
r	11362	7.5%
d	8148	5.3%
t	7990	5.2%
n	5681	3.7%
1	5672	3.7%
s	5251	3.4%
)	5221	3.4%
Other values (16)	59587	39.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	152361	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	16266	10.7%
e	13829	9.1%
a	13354	8.8%
r	11362	7.5%
d	8148	5.3%
t	7990	5.2%
n	5681	3.7%
1	5672	3.7%
s	5251	3.4%
)	5221	3.4%
Other values (16)	59587	39.1%

orig_projected_additional_accrued_interest
Real number (ℝ)

Missing

Distinct	7487
Distinct (%)	86.5%
Missing	2252050
Missing (%)	99.6%
Infinite	0
Infinite (%)	0.0%
Mean	454.7980892

Minimum	1.92
Maximum	2680.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	1.92
5-th percentile	62.13
Q1	175.23
median	352.77
Q3	620.175
95-th percentile	1189.005
Maximum	2680.89
Range	2678.97
Interquartile range (IQR)	444.945

Descriptive statistics

Standard deviation	375.3855001
Coefficient of variation (CV)	0.8253893518
Kurtosis	3.248800957
Mean	454.7980892
Median Absolute Deviation (MAD)	202.2
Skewness	1.588220317
Sum	3934458.27
Variance	140914.2737
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
396.99	5	< 0.1%
283.77	5	< 0.1%
209.7	4	< 0.1%
163.65	4	< 0.1%
200.37	4	< 0.1%
237.78	4	< 0.1%
584.46	4	< 0.1%
268.14	4	< 0.1%
154.77	4	< 0.1%
186.9	4	< 0.1%
Other values (7477)	8609	0.4%
(Missing)	2252050	99.6%

Value	Count	Frequency (%)
1.92	1	< 0.1%
4.41	1	< 0.1%
6.06	1	< 0.1%
6.45	1	< 0.1%
10.17	1	< 0.1%

Value	Count	Frequency (%)
2680.89	1	< 0.1%
2679.15	1	< 0.1%
2535.66	1	< 0.1%
2513.04	1	< 0.1%
2486.94	1	< 0.1%

hardship_payoff_balance_amount
Real number (ℝ)

Missing

Distinct	10893
Distinct (%)	99.8%
Missing	2249784
Missing (%)	99.5%
Infinite	0
Infinite (%)	0.0%
Mean	11636.88394

Minimum	55.73
Maximum	40306.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	55.73
5-th percentile	2183.706
Q1	5627
median	10028.39
Q3	16151.89
95-th percentile	26860.882
Maximum	40306.41
Range	40250.68
Interquartile range (IQR)	10524.89

Descriptive statistics

Standard deviation	7625.988281
Coefficient of variation (CV)	0.6553290657
Kurtosis	0.1998384506
Mean	11636.88394
Median Absolute Deviation (MAD)	4995.9
Skewness	0.8645866635
Sum	127039862
Variance	58155697.26
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15557.86	2	< 0.1%
8237.68	2	< 0.1%
9599.86	2	< 0.1%
6524.54	2	< 0.1%
5131.62	2	< 0.1%
8773.97	2	< 0.1%
2825	2	< 0.1%
5262.81	2	< 0.1%
10747.75	2	< 0.1%
6627.94	2	< 0.1%
Other values (10883)	10897	0.5%
(Missing)	2249784	99.5%

Value	Count	Frequency (%)
55.73	1	< 0.1%
174.15	1	< 0.1%
191.12	1	< 0.1%
193.98	1	< 0.1%
206.97	1	< 0.1%

Value	Count	Frequency (%)
40306.41	1	< 0.1%
40149.35	1	< 0.1%
39746.94	1	< 0.1%
39542.45	1	< 0.1%
38824.41	1	< 0.1%

hardship_last_payment_amount
Real number (ℝ)

Missing

Distinct	9045
Distinct (%)	82.9%
Missing	2249784
Missing (%)	99.5%
Infinite	0
Infinite (%)	0.0%
Mean	193.9943208

Minimum	0.01
Maximum	1407.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0.01
5-th percentile	0.37
Q1	44.44
median	133.16
Q3	284.19
95-th percentile	596.326
Maximum	1407.86
Range	1407.85
Interquartile range (IQR)	239.75

Descriptive statistics

Standard deviation	198.6294958
Coefficient of variation (CV)	1.023893354
Kurtosis	3.251575683
Mean	193.9943208
Median Absolute Deviation (MAD)	105.18
Skewness	1.626587167
Sum	2117836
Variance	39453.67661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	25	< 0.1%
0.03	25	< 0.1%
0.11	23	< 0.1%
0.12	23	< 0.1%
0.05	21	< 0.1%
0.1	21	< 0.1%
0.04	20	< 0.1%
0.07	18	< 0.1%
0.09	18	< 0.1%
0.17	17	< 0.1%
Other values (9035)	10706	0.5%
(Missing)	2249784	99.5%

Value	Count	Frequency (%)
0.01	16	< 0.1%
0.02	25	< 0.1%
0.03	25	< 0.1%
0.04	20	< 0.1%
0.05	21	< 0.1%

Value	Count	Frequency (%)
1407.86	1	< 0.1%
1377.17	1	< 0.1%
1291.21	1	< 0.1%
1290.59	1	< 0.1%
1283.9	1	< 0.1%

disbursement_method
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	114.6 MiB

Length

Max length	9
Median length	4
Mean length	4.172785212
Min length	4

Characters and Unicode

Total characters	9433282
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cash
2nd row	Cash
3rd row	Cash
4th row	Cash
5th row	Cash

Value	Count	Frequency (%)
cash	2182546	96.5%
directpay	78122	3.5%

Most occurring characters

Value	Count	Frequency (%)
a	2260668	24.0%
C	2182546	23.1%
s	2182546	23.1%
h	2182546	23.1%
D	78122	0.8%
i	78122	0.8%
r	78122	0.8%
e	78122	0.8%
c	78122	0.8%
t	78122	0.8%
Other values (2)	156244	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9433282	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2260668	24.0%
C	2182546	23.1%
s	2182546	23.1%
h	2182546	23.1%
D	78122	0.8%
i	78122	0.8%
r	78122	0.8%
e	78122	0.8%
c	78122	0.8%
t	78122	0.8%
Other values (2)	156244	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9433282	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2260668	24.0%
C	2182546	23.1%
s	2182546	23.1%
h	2182546	23.1%
D	78122	0.8%
i	78122	0.8%
r	78122	0.8%
e	78122	0.8%
c	78122	0.8%
t	78122	0.8%
Other values (2)	156244	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9433282	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2260668	24.0%
C	2182546	23.1%
s	2182546	23.1%
h	2182546	23.1%
D	78122	0.8%
i	78122	0.8%
r	78122	0.8%
e	78122	0.8%
c	78122	0.8%
t	78122	0.8%
Other values (2)	156244	1.7%

debt_settlement_flag
Text

Distinct	2
Distinct (%)	< 0.1%
Missing	33
Missing (%)	< 0.1%
Memory size	107.8 MiB

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2260668
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	N
2nd row	N
3rd row	N
4th row	N
5th row	N

Value	Count	Frequency (%)
n	2226422	98.5%
y	34246	1.5%

Most occurring characters

Value	Count	Frequency (%)
N	2226422	98.5%
Y	34246	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	2226422	98.5%
Y	34246	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	2226422	98.5%
Y	34246	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2260668	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	2226422	98.5%
Y	34246	1.5%

debt_settlement_flag_date
Text

Missing

Distinct	83
Distinct (%)	0.2%
Missing	2226455
Missing (%)	98.5%
Memory size	69.8 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	273968
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	< 0.1%

Sample

1st row	Nov-2017
2nd row	May-2018
3rd row	Feb-2019
4th row	May-2018
5th row	Nov-2018

Value	Count	Frequency (%)
feb-2019	2606	7.6%
mar-2019	2528	7.4%
jan-2019	2524	7.4%
oct-2018	2324	6.8%
dec-2018	2252	6.6%
nov-2018	2186	6.4%
aug-2018	1978	5.8%
jun-2018	1864	5.4%
jul-2018	1530	4.5%
sep-2018	1524	4.5%
Other values (73)	12930	37.8%

Most occurring characters

Value	Count	Frequency (%)
2	34258	12.5%
1	34249	12.5%
0	34247	12.5%
-	34246	12.5%
8	19269	7.0%
a	9840	3.6%
e	9597	3.5%
J	8902	3.2%
9	7658	2.8%
u	7334	2.7%
Other values (23)	74368	27.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	273968	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	34258	12.5%
1	34249	12.5%
0	34247	12.5%
-	34246	12.5%
8	19269	7.0%
a	9840	3.6%
e	9597	3.5%
J	8902	3.2%
9	7658	2.8%
u	7334	2.7%
Other values (23)	74368	27.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	273968	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	34258	12.5%
1	34249	12.5%
0	34247	12.5%
-	34246	12.5%
8	19269	7.0%
a	9840	3.6%
e	9597	3.5%
J	8902	3.2%
9	7658	2.8%
u	7334	2.7%
Other values (23)	74368	27.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	273968	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	34258	12.5%
1	34249	12.5%
0	34247	12.5%
-	34246	12.5%
8	19269	7.0%
a	9840	3.6%
e	9597	3.5%
J	8902	3.2%
9	7658	2.8%
u	7334	2.7%
Other values (23)	74368	27.1%

settlement_status
Text

Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	2226455
Missing (%)	98.5%
Memory size	69.8 MiB

Length

Max length	8
Median length	6
Mean length	6.847106231
Min length	6

Characters and Unicode

Total characters	234486
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	COMPLETE
2nd row	BROKEN
3rd row	COMPLETE
4th row	ACTIVE
5th row	COMPLETE

Value	Count	Frequency (%)
active	14704	42.9%
complete	14505	42.4%
broken	5037	14.7%

Most occurring characters

Value	Count	Frequency (%)
E	48751	20.8%
C	29209	12.5%
T	29209	12.5%
O	19542	8.3%
A	14704	6.3%
I	14704	6.3%
V	14704	6.3%
M	14505	6.2%
P	14505	6.2%
L	14505	6.2%
Other values (4)	20148	8.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	234486	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	48751	20.8%
C	29209	12.5%
T	29209	12.5%
O	19542	8.3%
A	14704	6.3%
I	14704	6.3%
V	14704	6.3%
M	14505	6.2%
P	14505	6.2%
L	14505	6.2%
Other values (4)	20148	8.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	234486	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	48751	20.8%
C	29209	12.5%
T	29209	12.5%
O	19542	8.3%
A	14704	6.3%
I	14704	6.3%
V	14704	6.3%
M	14505	6.2%
P	14505	6.2%
L	14505	6.2%
Other values (4)	20148	8.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	234486	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	48751	20.8%
C	29209	12.5%
T	29209	12.5%
O	19542	8.3%
A	14704	6.3%
I	14704	6.3%
V	14704	6.3%
M	14505	6.2%
P	14505	6.2%
L	14505	6.2%
Other values (4)	20148	8.6%

settlement_date
Text

Missing

Distinct	90
Distinct (%)	0.3%
Missing	2226455
Missing (%)	98.5%
Memory size	69.8 MiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	273968
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	< 0.1%

Sample

1st row	Sep-2017
2nd row	Nov-2017
3rd row	Jan-2018
4th row	May-2018
5th row	Sep-2017

Value	Count	Frequency (%)
jan-2019	1710	5.0%
oct-2018	1526	4.5%
feb-2019	1424	4.2%
mar-2018	1406	4.1%
sep-2018	1404	4.1%
nov-2018	1397	4.1%
jun-2018	1395	4.1%
jan-2018	1390	4.1%
aug-2018	1384	4.0%
may-2018	1357	4.0%
Other values (80)	19853	58.0%

Most occurring characters

Value	Count	Frequency (%)
2	34272	12.5%
1	34250	12.5%
0	34248	12.5%
-	34246	12.5%
8	16485	6.0%
7	10215	3.7%
a	9083	3.3%
e	8982	3.3%
J	8616	3.1%
u	7522	2.7%
Other values (23)	76049	27.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	273968	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	34272	12.5%
1	34250	12.5%
0	34248	12.5%
-	34246	12.5%
8	16485	6.0%
7	10215	3.7%
a	9083	3.3%
e	8982	3.3%
J	8616	3.1%
u	7522	2.7%
Other values (23)	76049	27.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	273968	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	34272	12.5%
1	34250	12.5%
0	34248	12.5%
-	34246	12.5%
8	16485	6.0%
7	10215	3.7%
a	9083	3.3%
e	8982	3.3%
J	8616	3.1%
u	7522	2.7%
Other values (23)	76049	27.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	273968	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	34272	12.5%
1	34250	12.5%
0	34248	12.5%
-	34246	12.5%
8	16485	6.0%
7	10215	3.7%
a	9083	3.3%
e	8982	3.3%
J	8616	3.1%
u	7522	2.7%
Other values (23)	76049	27.8%

settlement_amount
Real number (ℝ)

Missing

Distinct	21941
Distinct (%)	64.1%
Missing	2226455
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	5010.664267

Minimum	44.21
Maximum	33601
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	44.21
5-th percentile	780
Q1	2208
median	4146.11
Q3	6850.1725
95-th percentile	12351.3025
Maximum	33601
Range	33556.79
Interquartile range (IQR)	4642.1725

Descriptive statistics

Standard deviation	3693.12259
Coefficient of variation (CV)	0.7370524931
Kurtosis	2.176044134
Mean	5010.664267
Median Absolute Deviation (MAD)	2203.89
Skewness	1.311380368
Sum	171595208.5
Variance	13639154.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	65	< 0.1%
4000	52	< 0.1%
3000	50	< 0.1%
6000	50	< 0.1%
10000	46	< 0.1%
8000	45	< 0.1%
7000	41	< 0.1%
3500	39	< 0.1%
6500	37	< 0.1%
9000	35	< 0.1%
Other values (21931)	33786	1.5%
(Missing)	2226455	98.5%

Value	Count	Frequency (%)
44.21	1	< 0.1%
60.84	1	< 0.1%
82.96	1	< 0.1%
107	1	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
33601	1	< 0.1%
30000	1	< 0.1%
28503	1	< 0.1%
28000	1	< 0.1%
27850	1	< 0.1%

settlement_percentage
Real number (ℝ)

Missing

Distinct	2070
Distinct (%)	6.0%
Missing	2226455
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	47.78036501

Minimum	0.2
Maximum	521.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0.2
5-th percentile	40
Q1	45
median	45
Q3	50
95-th percentile	60.01
Maximum	521.35
Range	521.15
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	7.311821706
Coefficient of variation (CV)	0.153029842
Kurtosis	522.6570965
Mean	47.78036501
Median Absolute Deviation (MAD)	4.85
Skewness	9.117278087
Sum	1636286.38
Variance	53.46273666
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45	11919	0.5%
50	5698	0.3%
40	2212	0.1%
45.01	1679	0.1%
60	1310	0.1%
55	1143	0.1%
50.01	1036	< 0.1%
44.99	869	< 0.1%
65	686	< 0.1%
49.99	484	< 0.1%
Other values (2060)	7210	0.3%
(Missing)	2226455	98.5%

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.45	1	< 0.1%
0.55	1	< 0.1%
0.65	1	< 0.1%
10.69	1	< 0.1%

Value	Count	Frequency (%)
521.35	1	< 0.1%
184.36	1	< 0.1%
166.67	1	< 0.1%
100	3	< 0.1%
98.57	1	< 0.1%

settlement_term
Real number (ℝ)

Missing

Distinct	40
Distinct (%)	0.1%
Missing	2226455
Missing (%)	98.5%
Infinite	0
Infinite (%)	0.0%
Mean	13.19132161

Minimum	0
Maximum	181
Zeros	2727
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	17.2 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	14
Q3	18
95-th percentile	24
Maximum	181
Range	181
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.159979582
Coefficient of variation (CV)	0.6185869635
Kurtosis	5.645983917
Mean	13.19132161
Median Absolute Deviation (MAD)	6
Skewness	0.1679064306
Sum	451750
Variance	66.58526678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
18	6977	0.3%
24	6387	0.3%
12	4830	0.2%
1	3141	0.1%
0	2727	0.1%
6	1979	0.1%
16	1427	0.1%
10	1196	0.1%
8	1091	< 0.1%
14	963	< 0.1%
Other values (30)	3528	0.2%
(Missing)	2226455	98.5%

Value	Count	Frequency (%)
0	2727	0.1%
1	3141	0.1%
2	282	< 0.1%
3	247	< 0.1%
4	533	< 0.1%

Value	Count	Frequency (%)
181	1	< 0.1%
118	1	< 0.1%
112	1	< 0.1%
65	3	< 0.1%
60	1	< 0.1%

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks